{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`tflearn` implementation of spiral classification problem from Stanford CS231n: http://cs231n.github.io/neural-networks-case-study/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# A bit of setup\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# for auto-reloading extenrnal modules\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1, 1)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X/Pn1+fLLjjg5VWXt2jVvPK906dJUr179P2fLWVtbk5CQjJ9foEb8xo37xMUlUKZMmUy6\nipzNwsICY2Njjh27rBH38blFXFwCN27cYMyYUcyfP49nz55pKUshspcUYB8JRVEYMmQwt+/c5OXL\nSE6fOUGTJk20nZYQWnfjxnUaN66aLt64cRVu3vyw9fL09PSYOHEi7u6TOHDAm8jIGA4evIi7+yQm\nTJiAvr7+B7WfWyiKwpw58+ne/UeWLNnFtWv3WLVqPx06TERXNx9Ll/6EsXEUV68eoWJFe06ePKnt\nlIXIcvIIUgjxUbOxscPX9w4dOjTUiPv63sXGpv4Htz9gwCAMDY354YeZ3L59F3t7O6ZM+QkPD48P\nbjs3ad26NTt37mHu3FksXXoYW1tbHB1rYm2dn59/Hpo26/Do0Ut4enbjwYMg9PT0tJy1EFlHBuEL\nIT5qt2/fpmHD+mzYMI5mzT4BYNu20wwZsgg/P3/Mzc21nGHeVaxYUf78cxUWFqYa8Tp1vmLGjAU4\nOztnuM3U1FTWrl3L2rWriIyMpGlTF0aOHE2pUul36fhQqqrKchVCtiISQoj3YW9vz2+/bWTQoMWU\nL9+HsmV7MHHiZvbs2SfFVxZ6veL8q3QTFOD1JIX4+Pj3aveLLwaxdOlsRoxwxcvrC3R1w6hbtzZB\nQUEfmjIAUVFRDB06BEPDYujp6eHm1oIrV65kStvi4yJ3wIQQgtd3Tvz9/cmXLx8VKlTIMXc24uPj\n2bx5M1evXsbaugzdu/egePHi2k4rU7Rv3wZn5zIMG/b3Rub37oVQs+YXPHwYTNGiRTPU3s2bN3Fx\nacLdu2spXPjv5S7GjfMiJsaQRYuWfFC+KSkpNGxYj8qVzZg0qSfGxkVZv/4I48ev5cyZc9jb239Q\n+yJ3kmUoRKaLjIxk586dxMTE0KxZs39dE0mI3CwiIoKAgACsrKwoUaIEVaumH4yvTSEhITRt2gQ7\nO3NcXKpz7dpRZsyYzs6du6lf/8PHp2nbjBk/4ezsxKNHz3Fzq8nt28HMmLGZ6dOnZ7j4Ajh27Bjt\n2zfQKL4AundvRqdO0z8438OHD5OYGI2X18y0An3AgDaEhr5gzpyfWLFi1Qf3IT4e8ghS/Ktdu3Zh\nZWXNjCkrWLpwJ3XrNKR//0GkpqZqOzUhPlhKSgqjRo2gXLkyDBrUi0qVKtCt26c5bj2q4cO/wsOj\nPvv2TWXEiC6sWTOalSu/pkcPzzzxb7FSpUpcvOiLqpZk0qTtnD79mHXrNjJ48Bfv1V6RIkUID3+Z\nLh4eHkWRIoU/NF18fHxwdf0k3d3RVq3q4OsrC1qLjJECTKQTHh5O9+49aew4grpVB1OzUi9aNZzO\n/r3H+fXXX7WdnhDvRVVVoqOjSUpKYurUyVy6dIrbt3/h0qXFBAVtoECBGD7/vI+200yTmJjInj37\nGDWqi0a8bdv65M+vw6VLl7SUWeYqXbo0s2fP5dSpc2zcuAUnJ6f3bqtDhw4cP34ZH59babGEhESm\nTt1Ajx6933jehQsXaN3aFSMjQypUsGPOnNmkpKSkO87S0pJbt0LSxf/88yGWlpk/yF/kbVKAiXS2\nbNlCKXMHTI3+3iBXT68g5Uu3YukSLy1mJsT72b9/P46O1TE3N8PY2Ig5c+bg5TUcM7PXq9wXLlyQ\nxYu/5NixYzx69EjL2b6WmppKaqpKgQKaa4UpioKBQQESEhK0lFnOZWhoyNq162nZ8hs8PWcwatQy\nKlX6HCMjK4YM+fe7ahcuXKBdu9a4u1fl7t01rF07nD17NjB48IB0x3bp0oWzZ2+wa9e5tFhQUBiT\nJv3GoEHvd9dOfLykABPpREZGoqdbJF28YH5DIiMjtZCREO/v1KlT9O3bi2nTuhETsxdf38WkpqZg\na2upcVyhQgWws7Pi4cOHWspUU4ECBWjUqD7r1x/RiF+5cpegoKfUqlVLS5llvuDgYG7cuEFSUtIH\nt9W2bVvu3AmgYcOOmJg48Ntvv7Nly7Y3rik2efIEZs7sR79+rTA1LUadOhXZu3cqO3bsIDBQcweD\nokWLsnv3Xr7+2gtHxyE0bz6O6tUHMmTIMFq3bv3BuYuPiwzCF+k4OTkxb+4SqqV2Qlfn749IcNhF\nmrfI+Lo8QmjTzJnT+PHHfrRqVRcAO7tSGBkV4dq1e1SvbpN2XGRkDLduPaR8+fLaSjWd2bPn0aJF\nM+7efYyLiwPXr99nzpxtLFiw8D+3QMotHjx4QN++vfDz88PYuBgxMa/48cef6N69xwe1a2pqyuDB\ng9/p2PPnL7B+veaxhQsXpGlTRy5cuEC5cuU03qtTpw4BAYGcO3eOmJgY6tevj6Gh4QflKz5OcgdM\npFOvXj3q1P2Es1cWEBp+i8iXj7h6+3fCIq4wdtwYbacnRIZcu3YdFxfHtNc6OjqMGePBp59O5saN\n+8Drx0jduk2nW7euOWqJBwcHBy5e9CUlpQQ//bSfP/+MZ8+e/XTt2k3bqX2wpKQkWrZshqtrBR4/\n3szt26vZvXsi33wzhmPHjmVbHsWLm3D/fmi6+P37TzAzM/vXc3R1dWncuDGtWrXKluIrICCAw4cP\n55i7syJzSAEm0lEUhR07tvLV1z0Jer6bK3dXULeRJZcuXcTS0vLtDQjxBuHh4QwdOoQSJcwwNTWm\nb9/eWT7mytraimvX7mnEhg7tSGJiCs7OozEz64yDwyCqVWvIggWLsjSX91GmTBlmz57L0aMnWbVq\nDTVr1syUdmNjY7lz5w4xMTGZ0l5G7du3D3PzoowZ0xU9vdd32j/5pDxTpvRk/vw52ZZH//4DGTt2\nFbGxfy/8um7dYV68iKNp06bZlse/iYqKon37NjRsWI9Zs77nk08c8PTs+t6L1IqcRR5BfiTi4uLY\nsmULV69cw8a2HN27d8fIyOiNx+vp6TFi5AhGjByRjVmKvCw+Pp6mTRvTpEkF/vhjPnp6+ViyZDeN\nGjXg0qUrGBsbZ0m/X301gtGjv6NKlTJYW5cgJSWFhQt3UKCAAbduBRIZGYmhoWGeeKT3LpKTk/n2\n27F4ea3E1NSQ8PBI+vXrx4wZP7733ou7du1i+fIlhIWFUqdOPUaOHI2Njc1/nhMQEECtWnbp4rVr\nV2DmzO3v3HdsbCybNm3C398PGxtbPD27Z+iu1IgRI7l9+0/Klu2Bi8sn3Lv3mOfPY9m1aw+6urrv\n3E5WGDjwc8zMFB4+/JX8+fWJi3tF796zGDVqOIsXL9NqbuLDyUr4H4GHDx/SsEET8uczpZiBLbGv\nHvEs4jZHjh7C0dHx7Q0I8YFiY2Px8vLi0KHN7N8/TWMdpV69fqJSpSaMHTsuy/qfNetHZsyYQfny\npXn8+BmWllZs2LCZsmXLZlmfOdWYMSO5cuUM69aNoWRJE548eU6vXrOoVq0Bs2fPzXB706ZNYf36\n1UyY4ImtrSV79lxg+fL9HD9+ksqVK7/xvH379jF58lguXFio8XlYsWIvBw8GsH37rrf2HRgYiLOz\nE9WqWdO4cWV8fQM4dcqPgwcPU7169QxdR0BAABcuXMDc3BxnZ2etF19Pnz7F3t6O4OCNGgvLhoW9\nwN6+D48fh1KoUPptnET2e9+V8KUA+wi4tmzNsxADqti2TYsFPjrP05enuHXbP8dsuSLynqioKL7+\n+ku2bduBrq7C9Ol9GTy4vcYx27adZv16H3bu3JuluURHR3Pt2jVMTEyoWLFilvaVU8XGxlKqlAX+\n/is1NsB+8uQ5lSr1Izg4hMKF333B0v8VCTdvrqJkSZO0+IIF2zh9+hHbtu1847kpKSk4OlanTZsa\nfPttNwoVKsCJE1fw9PyRrVt30KBBg7f236pVS5ycyjBmTNe02Lp1h5k/fz+XLl3N1p9tfn5+nDt3\nDlNTU9q0aUOBAgU+qL2rV6/So0cX/PxWpHvPwsKDixcvZ8kG4yLjZDNu8a9iYmI4eeoE9mVaaMTL\nWtbj+fMIbt68qaXMRF6nqiru7u3R04vk/v31DBnSjoCAx+mOCwx8gplZ1m96XaRIERo2bPjRFl8A\njx8/xsSkmEbxBVCypAmmpoY8fpz+/89/OXPmDI0aVdcovuD11j+HDx/9z3N1dXU5ePAIN29GYWHh\nQcmSHgwevJRly7zeqfiKjIzkzJlzfPllx3R9P3v2lLt372boWt5XcnIy3bt3o2VLF3x997F8+SzK\nlrXG29v7g9q1tbUlJOQZwcFPNeKvJ47oUKJEiQ9qX2ifjAHL45KSklBQ0NXVHNuhKAp6+Qrw6tUr\nLWUm8jofHx8ePgzkyJFf0NHRoU8fV+rVG0rPni3Sln+4dy+E+fN3sGPHHi1nmzVevHjB6tWruHjx\nDywsStGvX3+t7jdpYWHBixcvefw4XKMICw19QXh4JBYWFhlqr3Dhwrx4kX7rn+fPX77T1j8lS5Zk\nx47dREREEBsbi6Wl5TvftUpKSiJfPl309TV/jeno6FCoUPb9bJs3by5hYfcIDFyftmjunj3ncXfv\nQGDgg/ceW1i4cGGGDRtGp06TWbHia6pXt8Hb+0/69ZvLt99+R7588us7t5M7YHmckZERFStW4mGI\n5rexZy/ukaq+yvA4CSHelb+/Pw0aVEFH5/WPGVtbS5YsGYaT03Dq1x9Kmzbf88knQ5gwYRK1a9fW\ncraZ7+HDhzg6OnDt2jHc3StjZBRNs2ZN2bRpo9ZyMjAw4PPP+9Gr1yyePHkOvH782LPnT/Tr1y9D\njx8BmjZtyv37YRw+/Pc+iKmpqUye/Cuenp7v3I6RkRGlSpXK0CPD4sWLY2trw44dZzXiZ8/6kZCQ\n8p/jzzLT6tUrmTq1t8aOBW3b1sfOzoJDhw59UNs//DCRzz77nHbtJqGn14Lu3WczfPhYvvhi6Iem\nLXIAKaE/AouXLMTVtTXRcU8oblSBiJcPuBt0mJWrlsu3KJFlypUrx9y5d1FVNe0Xa5cuTujoKAwf\nvpLhwyeyfn2z/5yNm5t9++1Yevd2ZuLEXmmxjh0b0LTpENq2bYeBgYFW8po+/Ue+/XYslSt/jolJ\nMZ4/j6Jfv35Mnz4zw23p6+uzadMW3N070LSpA7a2Jdi3zwdDQzOWLZuUBdlrmjdvIR07tsfP7wGN\nG1fF1/cOc+duw8trdbYNon/xIoJSpUzTxUuVMuX58+cf1LaiKHz99XCGDfuapKQk9PX1336SyDXk\nDthHoF69evj4XKBOo5JEJZ3Gvpoex44fpnPnztpOTeRhjRs3Rk+vEBMnriMx8fUWMwEBIYwd60VC\nQjwBAXf+tfhKTEzkxx9nUqmSPZaWJenR4zNu376d3el/sJ07dzN0aAeNWLVqNlSrZsOpU6e0lBXk\ny5ePn36aQ1DQI/btO0JQ0CNmzZrz3ktQNGrUiICAQJo370rBghWYPXsxJ06czvDdtPfRsGFDzp49\nz/PnhZg2bRd37yZx6NBR2rVrl+V9/0+TJo3ZuvW0RiwmJp7Dh31p1KhRpvShKIoUX3mQzIIUQmSZ\nx48f06hRfV68eE7p0maEhIQzfnx3PDyaUqlSP/z9/9QYd6SqKp07dyQuLoyJE3tgbm7Epk0nmD9/\nJ2fPnsfW1laLV5MxhQsbEBi4Pm3D7/9p0mQU33wzDVdXVy1lJjKTn58fLi5NGTv2U9zdG/LgQSjj\nx6+latXaLFvmpe30RDaQZSiEEDlS6dKWrFs3iiJFClGpkjUFC74elNy16zRcXbvTu3fvtGMvXrxI\n167u3Lq1Gn39v+/ITJq0jkePdPDyWpXd6b+3Xr26Y2kJ06f3S4tdunQHV9dvCQp6RMGCBf/jbJGb\n3Lhxg2nTJv+1DIUJ/foNYPDgIWnjH0Xe9r4FmAwAEkJkKX19fYyMimhsfA0QF5eYbobYmTNnaNu2\nrkbxBdCpUyO6dMn4GCVtmj79R5o0acSdOyG0alWL27cfsXr1QZYv95LiKwtFR0cTERGBpaWlxjiw\n5ORkfvvtN7Zt24yqqrRv34mePXtmyqO9KlWqsHHjlg9uR3xcpDwXQmQpD4+u/PTTFv7/ne3r1+9x\n9ux1WrVqpXGsqakpQUHh6dp4+DAME5Os2aooq1haWnL58lWaNu3EqVOP0dGx4vx5b9zdO2k7tSyX\nnJxMcnJytvb58uVLevfuQalSFtSrV4syZUqzevVK4PWir507d2Tlynl4etakZ8/abNiwjDZt3EhK\nSsrWPIXfngFmAAAgAElEQVT4H3kE+ZH73z5q1675YW9vh6enZ4b2URPibaKjo2nZshmK8oqOHesR\nFBTOhg3HWbJkKZ9+6qFx7MuXL7GxKcvmzd/i7Oz4VywWF5cxDB48ir59+2rjEsQ7unXrFmPGjOTg\nwSPo6Ci0a9eG2bPnUbp06Szv282tBZaW+syaNQAjoyJcvnyHLl2mMnPmXPT19Zky5Rv++GNB2sbf\nKSkpODmNYvDgMXz22WdZnl9GqKrKnTt3ePXqFZUrV5bZ6jmcjAETGRYYGEjDhk0wyG9BMYNyxMQH\nEx55h2PHj8j6YCJTJScns2vXLs6cOYWpaXG6d+9BmTJl/vXYkydP8umnnXFwsKVECSMOHPCmW7fP\nWLDgZ61tm5WQkIC/vz+GhoaUK1dOKznkdKGhoTg6OjBmTCcGDGhDcnIK8+dv45dfjnP9+g2KFCmS\nZX1fv36dNm1aEhi4nnz5/n7seOCANz/8sAUHBweqVy/M0KGaq+b/8ssBDh++z8aNv2dZbhl17do1\n+vTpybNnTzEwKEBcXBILF/5Mhw6vc3/8+DELFszj5MnjGBsb06dPf7p06SJbymmRFGB5QEhICOfP\nn8fIyAgnJ6cs/9bj5NSM2OfFqWTz92Oge8FniHjlzY0b2buPmsjZVFVl1aqVLFgwj/v3H1KtWmXG\njRufZdP94+Pj2b9/P5GRkTg5OWFjY/P2k7LIypUr+O677zAzMyQ8PBJbWzvWrv1VCrF/mDx5Ik+e\nXGXp0mEa8c6dJ+Ps3JkhQ77Isr43b97Mtm1ebNnynUY8OjqOEiW60Lt3L8qUSWX06K4a7y9Zsgtv\n73DWrv31jW2rqoq3tzdnzpzB1NQUd3d3ihUrliXXERUVRYUK5Zk5sw89ejRHR0eHc+du4O4+iQMH\nDlO8eHHq169Lp0716dKlMSEh4UybtpHmzdu810bqInPIIPxcTFVVvh42glWrV2NpXom4+BekEs/e\nfbuoUaNGlvQZERHBRe8LuDdboBEvV6oBe07tJCAgADs7uyzpW+Q+M2ZMY/PmdSxaNIQaNWw5efIq\nQ4cOJD4+Dg+Prm9vIIMKFixIp07aHyu1f/9+pk6dxPHjP1K5clmSk1NYuHA7rq4t8Pf/873XzsqL\nLl/2pUePWuniLVo4cvGib5b2bWtri6/vLVJTUzVmHl68eAs7Oxs+/bQrfft2p3//Nhgavl6fLCYm\nnsWL9zBr1s9vbDcxMREPj85cv36Fdu3qceHCM0aPHsmWLVtxdnbO9OvYsOE3GjWqQq9eLdNiDRpU\nYdSozixevBB9fX169GiqMbO2RYua2Nn1YvDgL7T6RUVkXKYUYIqiuALzeT2of5Wqqj/+4/0mwC4g\n8K/QdlVVp2ZG33nBypUr2bplH20a/0h+/derYz8I8ca1ZSuCgt9/L7H/kpiYiI6OLjo6mh8BRdFB\nL58+CQkJmd6nyJ2io6OZPXs2164tx8rKDIB27RpgZFSEfv2+49NPPfLs3dIFC+YwY0YfKlcuC0C+\nfLqMGNGFHTv+YP/+/bRv317LGeYcVlbW+Ps/oFOnxhrxGzceYmVVJUv7dnR0xMqqDCNHLmfatD4U\nKlSAu3cf8eWXixk3bgKNGzemY8cuODgMonfv5ujoKKxde5QWLdxwc3N7Y7tz5swmISGcW7dWp40d\nO3XqGl26fMqDB0EUKlQoU6/j3r0AatZMv9ZdzZrl2bdvO0FBwezfP1njPUPDwrRtW48jR45IAZbL\nfPAsSEVRdIBFQEugMtBNUZQK/3LoaVVVHf/6I8XX/7Ng/mIqleuYVnwBlLGsQ6ECxdm/f3+W9Glm\nZkaZMmUIenJJIx4Wfot8+goVK1bMkn5F7hISEkLPnp4UL140rfj6n4YNq/L06TNevHihpeyyXmDg\nfRwd098JdnS0ITAw8F/O+HgNGDCIxYv34Ov7964FJ05cYePGE/Tpk7WTJxRFYdu2nTx48IpSpbpR\nqdLn1K//Nf37f0GPHj1RFIXZs+eyZcsO4uOLEx1tzLp1m1iyZPl/fnlYv34tEyZ0Tyu+AJo0qU6N\nGrZZ8rO5cuWqnD7tny5++rQflStXxcDAgIiI6HTvR0TEam1rK/H+MuMOWG3grqqqDwEURdkEtAdu\n/eO4vPkV+R2cPXuWNb+sIyYmlnbtW9O5c2eNtWeePXtKeQvzdOcZFDQjNDQ0S3JSFIWlyxbRtk17\nXsaGYGpox4uXD7gbdIRff12TbfuoiZwrPDychg3r07Jldc6diyYxMUljfa6wsAhUlWzZckZbqlSp\nwunT17G3/3sWn6qqnDnjT5s2A7WYWc5TtWpVlixZRuvWg7G2Nic5OYWnT6PYsGFTtsyCNDU1ZceO\n3YSGhvLs2TPs7OwoUKCAxjG1a9fO0MbvUVEvMTdPv12WubkRUVFRH5zzP3l4eDBlyiRmztzIsGHu\n6OvnY8eOsyxatIuTJ89gZVWaadM2snPnpLTJBpcu3eHUqausWZPx8ZivXr3i999/59q1K1hbl8HT\nszvGxrlruZfcLDPWAbMEgv/f60d/xf6pnqIoVxVF2acoSqVM6DdX+Oab7+jQrgtXvaN5eDs/34yZ\njlMTF169epV2TJ06dQh5ekXjvJTUZB4/9aNu3bpZllujRo3wvvgHtRqYEZV0hkoOBTh16hht27bN\nsj5F7rF8+TKaNq3CsmXDqV7dhilT1pOamgpAUlIyo0Ytx9OzG/nz5+fhw4fMnTuXGTNmcO3aNS1n\nnnlGjRrL99+v4/BhH1RVJSoqhpEjl6GrWxAXFxdtp5fjdOrU+a+9JRfz888refAgiObNm2drDiVK\nlKBq1arpiq/34eLizMaNxzViUVExHDjgTdOmTT+4/X8qVKgQx4+f5MyZIMzMOmNs3IGBA+fz8mUs\njRo14Nmzp6SkFKZ69YGMH7+KPn1m06LFOH75ZU2GJwaEhIRQvXoVfvttCWZmsVy4sJeKFe3x8fHJ\n9OsS/+6DZ0EqitIJaKmq6oC/XncHaquq+tX/O6YwkKqqapyiKG7AAlVVy7+hPXXChAlpr52cnHBy\ncvqgHLXl5s2b1K/XmJb1J1Mg/+sp2KqaytkrC/lqRA++/vprAK5cuYJTExcqletAGcvaxMZH4H9v\nOxWrWrB37y5tXoL4iLm5NWfIECfatq3PkyfP6djxByIioqlUyZpz5/ypW7c+GzduYd26NYwfP57O\nnRthYFCALVtO07FjJxYuXJQnxobt3buXceNG8+RJKImJSbRp04qFCxdTvHhxbacmstidO3do3Lgh\nAwa40alTI4KDnzJx4q80bNiM+fMXZri9qKgojh8/jp6eHi4uLv+5I8LatWsZP34sv/46jsaNq/Hw\nYRhffrkYIyNr+vT5nFOnTmJsbIKHhwfm5umfoLxNly7uVKhQmClT+qTFtm49xfjxv/Hnn3fyxL/d\nrHLy5ElOnjyZ9nrSpEnaWYZCUZS6wERVVV3/ej0OUP85EP8f59wHPlFVNd3gkby0DMXUqVPZvP48\njhW7acRDwq7xMvk8F33Op8V8fHwYO+Zb/rhwjmJFDfn88358/8P4LBmAL8S76NnTk9q1TdLWTno9\nHf9PJk1aT9myjixZsoQ7d+7QsGE9vL1/pmzZkgB/fVsfwYQJM3F3d9fmJWQaVVV5+vQpBgYGefqR\nq0gvMDCQn36a8dcyFCb07TuAnj17ZrhA8fJazpgxY6hbtzIJCUn4+QWycuXqN07kqFGjGj/91IPm\nzWumxeLiXlG69Gf4+l554zp67+LVq1cYGxsRGvo7RYv+PXZMVVXs7fuyefOOLJuBnxdpcxkKH8BW\nURRr4AnQFdCoOBRFMVdVNeyvv9fmdeGXd0fu/uWNhaSioKL5Xq1atTh+4kg2ZCXEu+nXbwC9en1G\nhw4NKVWqOIqiUKhQfnx87rBkyUbg9bT5nj2bpRVfAEWLGjByZCd+/XVNninAFEV5r7sMIvcrV64c\ny5Z5fVAbFy5cYOLEH/DxWYyt7esROj4+t3Bz60P16pfTFVOqqnLt2g2cnTWLoEKFClC7diVu3Ljx\nQQVYSkoKqqpSsKDmF3xFUShcuKDGEBmRdT54DJiqqinAUOAw4A9sUlX1T0VRBiqKMuCvwzorinJD\nUZQrvF6uwuMNzeUpHTt2JDj0Iq8S/561oqqp3A85QbeuXbSYmRBv16RJE776agRVq/anS5cptGnz\nPU5Oo1iyZClly75eliEmJhpj4/QrnJuYFCUmJiZD/d29e5exY0fj6enB3LlziIiIyJTrEELbvLyW\nMWJEp7TiC6BWrQp4ejqzdu2adMcrioKVlQV+fvc14ikpKfj73//gSQ0GBgbUrl2TDRuOacSvXLnL\n48fP+eSTTz6offFuMmUzblVVD6qqaq+qqp2qqjP/ii1XVXXFX39frKpqFVVVa6iqWl9VVe/M6Den\nq1KlCgMGfs4x72ncvHeQuw9PcfryHExL6DN4yGBtpyfEW40YMZJbt+7Qrl0fevT4kgcPgjT2b2ze\nvCWbN58mKUlz4+X164/RosWb11f6p927d1O/fl10dJ7g6lqOK1eO4OBQjfv377/9ZCFyuLCwUGxt\nLdLF7ewsCA19/K/nfPnlML74YhHPnkUCrye+jB//C2XKlKNatWofnNPs2fMYPXol48ev5vjxy8yb\nt5XWrcczb958jVn6IuvIVkTZ4OTJk6xZs46Y6Fjad2iDh4eHfMBFnpCamkqHDm2Ji3vKqFGdMTAo\nwMqVB7l06QHnz3tTtGjRt7aRkJCAtbUVO3dOoG7dvydIT5v2G1evvuD337dn5SUIkeWmTJnMw4cX\nWblyZFpMVVVcXb/ls88G06tXr3TnpKamMm7caFas8KJqVRsCAh5RuXIVfvttU6Y9Dg8ICGDhwvlc\nv34Va+syDBnyJXXq1MmUtj8m7zsGDFVVc9Sf1ymJ/3L+/Hm1qVMztUjhYmrZMrbq3Lnz1JSUlPdu\nLzg4WO3W1VMtVKiwWqhQYbVbV0/10aNHmZixyOmSkpLUGTOmq6VLW6q6urpqnTo11f3797/TuQkJ\nCeqiRT+rDRvWVWvVqqFOnDhBffHixTv3feLECbV27Sqqqh7X+BMVtUfV19dXk5OT3+eShMgxnj59\nqlpZWaoTJ/ZWnzzZqj54sEEdOrSjWrlyBTUuLu4/zw0PD1dPnjyp3rlzJ5uyFRn1V92S4XpH7oBp\nQXJyMjo6Ohp7lr2rc+fO0cqtLZVt3LEqUYPo2DD87m3DrXUjVqxYluH2oqKiqFypGqZFHShv3QyA\n2w+P8CL6Ov43r7/THQyR+w0ZMpBbty4xf/4g7O2tOHjQh8GDF7Jy5RpatWr19gY+wMmTJxk79ku8\nvTWn9b98GUvx4p2Ii4uThYFFrvfgwQN++OE7du/ei55ePrp06cLkyVMxNTXVdmriA73vHTApwLLR\npUuX+HrYSM7/cRY9PX0+7fIp8+bPwcTE5J3baNTQCTW+AjZWDdJiiUnx7D01Gv+bfhkenDlv7jyW\nLd5G3aqaq3pfuL6UL77uyldfffWGM0Ve8ejRI6pVq8KDB79qTEnfvfsc06btxNs7azdS/t8jyF27\nJlKnzt9bYE2f/huXLz9n69YdGWovNTUVf39/VFWlSpUq7/VFRwgh3tX7FmDykymb3L59GxfnFqTE\n2tKt1QraNZ3FZe8nNGniTHJy8tsb+IuP70WsSjhqxPT1CmJhXglv74zPbTh9+hxmhuk3yi1uWIXT\np85luD2R+1y5coW6dStrFF8Abm518PG5/OblVDJJ/vz5Wb7ci7Ztv+fbb1fx669H6NnzR5YtO8hP\nP83JUFunTp2iQgU73N3b0KlTW+ztbTl+/PjbTxRCiGwmBVg2+fHH2diUaoqddRN0dfUomL8ojhU9\niYpIZN++fe/cjpGRMTFxzzRiqqoSE/fsvVbmLmVlSeyrp+nisa+eYlW6VIbbE7mPhYUFd+8+Sttm\n6H9u3w7GwqJEhhecTE1NZefOnfTq1Z2ePT3ZuXNnurb/qX379pw9+wfJySXYvz+AatVcuHr1OuXK\nlXvnfoOCgujc2Z358z/nzp1fuHPnF37+eSAeHl1kNqUQIseRAiybXPT2wdykskZMURSMi1Tg0qVL\n79zO4MEDuRGwleSUxLTYvUdn0cuv0rhx4wznNWjQAO4FnyTi5d/beb6ICiLw0WkGDPg8w+2J3MfR\n0RFDQxNmzdqSdrcrJiae4cOXMWjQoAy1lZqaiqdnVyZPHkf9+mY0aGDO5Mnj8PTs+tYirHz58vz0\n02w2bNjCqFGjM7wp8MqVK/D0dKZVq7ooioKiKLi61qZnz2Z4eS3PUFtCCJHVMmMlfPEOSpe2IjI0\nhOLGthrxV4lhWFm9+yDnb74Zh7//n+w9MBoL8yrExIWh6CRw8ND+9xrrUrlyZZYsXcTgwUMwNSoD\nqIRHPGTFimVUrFjxbaeLPEBRFLZt24m7e3tWrTqEvb0V58/fwN3dnXHjvs1QW3v37uXPP6/h7b2Q\n/PlfL7XSu3dL6tYdxp49e9647UpmCAy8R8uWtunin3xix549t7OsXyGEeB8yCD+bHD16FI9Pe9DY\ncSRFC5ujqipBT3zxC9jI/Qf3Mjzb8Pbt21y8eJESJUrg7Oz8wbPEYmNjOXHiBABNmzbFwMDgLWeI\nvEZVVXx9fQkJCcHR0fG9Vtvu27cXNWsaMWSIZqG1ZMkuLl58zpo16zMr3XRmzpxBQMB5Vq4coREf\nOHA+VlY1GT/++yzrWwjx8dLmXpDiHTRr1oxJk8fz7bffYWJoxauEWPT0UzlwcN97LfVgb2+Pvb19\npuVnYGBAmzZtMq09kfsoikKtWrWoVavWB7Xxb48aVVXN8FiyjOrbtx/Vq89n2bLd9O37ehX+NWsO\nsWvXH1y9Ko8ghdCmuLg4AAoVKqTlTHIOGQOWjYYO/YLHjx/htXoe23f+xoOHgdSuXVvbaQmRaTp2\n7MyKFQeJj09Ii8XHJ7B8+X7c3bN2/1MzMzOOHj3O779fwdi4IyYm7mzc6MORI8coUaJElvYthPh3\nt27dws2tBSYmxpiYGNOqVUtu35YhASCPIIUQmSg1NZU+fXpy+bI3/fu7oiiwYsVBatSozZo167Nt\nTa7IyEhUVcXIyChb+hNCpPf06VMcHKoxblwXBgxog6qqLF++l1mztnHtml+eWYRWFmIVQuQIqqpy\n8OBBtm//HVVVcXfvgqurqyyIKsRHZvr0aQQG/qGxByZA796zqFSpCWPGjNVSZplLxoAJIXIERVFw\nc3PDzc1N26kIIbTo+vWrtGvnkC7u4lKdQ4euaiGjnEW+kgqRC6iqyurVq3BwqIqhYTEaN67PgQMH\nsrTP27dv8803Y+nXrzcrV65MG0QrhBDvokyZsly7FpgufvVqINbWZbI/oRxGCjAhcoHp06eyYMGP\nzJ3bm8DAdQwb1pL+/fuwffu2LOlv8+ZNNGxYj9TUYOrUMWHHjl+oVcuRZ8+evf1kIYQA+vcfyOrV\nhzhx4kpa7Nixy6xbd5TPPx+gxcxyBhkDJkQO9/LlS6ytrbh+fQVWVmZp8WPHLvPllyvw97+VqUs8\nREdHY21txcmTs6lWzSYt/uWXP6OqJVi0aEmm9SWEyNsOHTrEgAGfU6RIflQVYmMT8fJaRfPmzbWd\nWqaRzbiFyKNu3LhB+fKlNYovAGfnGgQFBePv75+p/R05coTatStqFF8AI0Z0ZuvWrZnalxAi77pw\n4QJbt27BwaEazs5uLFy4nHv37uep4utDSAGWS927d48JP0zgiyFD2bFjB8nJydpOSWSR4sWLExwc\nRnJyikY8LCyClJQUmjRpSMeO7YiMjMyU/lJTU8mXL/3OCvny6ZKSkvIvZwghhKYlSxbTuXMH7O31\n6dGjFhERdxkw4HPCwsK0nVqOIY8gc5jnz59z6NAhAFxdXf91Q+K1a9fy5dBhlLGoj75eMcJeXMHS\nyoRjxw/LFkJ5VNOmjXF2tmP8eE8URSE5OYVevWZiaFiY2bMHMXLkcoKDE9izZ/8H9xUZGUnZstZc\nvLgIO7tSafFx47x4/rwgXl6rPrgPIUTeFR4ejq1tOa5cWUbZsiXT4mPGrCAqyoDly1dqMbvMJ+uA\n5QHLly9n5MjRWJhVAuDx05vMnTubAQP+HqwYHh5OmTLlaFbnO4oVsQBAVVM5f20p3Xu7MXHiBK3k\nLrJWSEgI7dq15tWraGxtS3Dp0h1q1LBl06bvMTAoSEJCIqVLe3L+vDc2NjZvb/AtVq5cwQ8/jOer\nrzpgY1OSXbsucP78bc6cOYelpWUmXJEQIq/auHEjW7YsZ8cOzd9H9+8/oV69rwkNfaqlzLKGrAOW\ny125coWxY76jed0fKFrYHICXMWGMHv0NtWvXxsHh9Voqu3fvxtK8alrxBaAoOpQv7cqv6zdIAZZH\nWVpa4ut7hWPHjuHm5oqv71KqV7dNez9/fn0qVSrDw4cPM6UA+/zzATg4OLJq1QouXrxCvXou/Pzz\nJllZXgjxVvny5SMpKf2wmKSkZPLlk7Ljf+S/RA6xYsVKbEo5pRVfAEULm2Nj6YSX1yoWL/4ZgMTE\nRHR19NOdny+fPomJidmWr8h+iqLg4uKCtbUV8fGa/6+jo+O4di2AChUq/Ou5Dx8+ZNUqLx48uE+1\nag706dMXExOT/+yvZs2a1KxZM9PyF0J8HFq2bMnAgf3x8wukatVywOu1DOfM2Urnzp21nF3OIYPw\nc4iw0KcUzJ/+F2KhAiaE/b/btW5ubgQ/ucyrhJcaxwU+Ok3Hju2zPE+hXYqi8O234+ndezaXLt0B\nICgojG7dptOpkzsWFhbpzjl+/Dg1azoSHX0HZ+dS+Pkdp2JFe6ZOnZrpMyiFEKJo0aIsWbIUZ+fR\njBmzgqVLd+Hq+i0XLgTyww8TtZ1ejiFjwHKIxYsXM2/WOho4DNWIn7/2M8NH92bIkCFpse/H/8Cy\nZauxLdWCQgUMCXl2ifikIC76XMDc3PyfTYs8yMtrOVOnTuHly2h0dHTo168fU6dOR19f8+5oSkoK\ndnblWLbsC1q0qJUWnzPnd5Yu3UVcXBJNmzqzZs169PT0svsyhBB52N27d1mzZjXPnj2lQYPGeHh4\nUKBAAW2nlelkEH4uFxMTQ/XqjhTQLUv50i6oKtwNOkqC+pCrVy9RuHBhjeMPHTrEsmVePA9/QUvX\nZgwZMljG53xkUlNTiYiIoGjRom8sni5dukSPHp9y86bmrKP4+ARMTDoQHLyZzz6bgZNTO7755tvs\nSFsIIfIUKcDygGfPnjFhwiS2bd0GikLnzp2YNGkCpqam2k5N5FK+vr707t2VGze8NOKvXiVibNye\nZ8+2c/t2MJ9+OpOAgPtaylIIIXIvKcCEEOmkpKRQrlwZ1q4dgZOTQ1p8yZJd7Nx5lsOHZxEeHoWt\nbS8iI6O0mKkQQuROsgyFECIdXV1dVqxYSZcun9Gvnys1athw7Nhl9uz5g6NHZwGwffsZGjVqoOVM\nhRDi4yJ3wIT4CAQEBLBixTL2799LbOxL5s4dTK1a9uzadY6JE3/lwIFDsuSEEEK8B3kEKYR4q9TU\nVJYuXYKX13LCwp5Sr15dxo+fgKOjo7ZTE0KIXEkKMCGEEEKIbPa+BZgsxCqEEEIIkc2kABNCCCGE\nyGZSgAkhhBAi18qtw5akABMiD1JVlYsXL3L06FFevnz59hOEECKXWbPmFypVskdHR4fy5W1Yvnxp\nrirGZB0wIfKY69ev4+HRGUjGzMwIP797fP/9DwwfPkLbqQkhRKZYtOhnFi+ex4oVw6hfvzI+PrcZ\nOHAeUVFRjBkzTtvpvROZBSlEHhIfH4+dnQ0zZ/bG07MZiqLw4EEozZuPY86cn2nXrp22UxRCiA+S\nlJRE6dKlOHJkBlWqlE2L37sXQp06XxEcHELBggWzLR+ZBSmEYOfOnVSpYk337s1RlNc/D8qUKcGU\nKT1ZvHiBlrMTQogP9+jRI/T0dDSKLwAbG0uKFzckMDBQS5lljBRgQuQhwcHBVK5cOl28SpWyBAc/\n0kJGQgjxZkFBQezcuRMfH593Hr9lYmJCVFQMz59r7l8bHR1HaOhzzMzMsiLVTCcFmBB5iKOjI0eP\nXkn3g+zwYV9Z7V4Ika2Sk5M5fvw4e/bsISIiIt17Awb0o0aN6qxaNQdPzy7UquVIUFDQW9stWrQo\nnTt3YvjwZSQmJgGQlJTMqFHLadmyBcWLF8+S68lsUoAJkYc4OztTuLAx/fvP5cmT5yQlJfPbb0eZ\nMWMzo0fnjoGpQojc79y5c5Qta824cV+xaNF0ypa1Zt68uWnvz5w5ncDA6zx48Ct79kzm9u3VdO5c\ni06dOrzTnbAFCxYRE5Of0qU9ad36e8qU6c6jR4ksX74yKy8rU8kgfCHymG3bttGvX29evUogKSmF\nYsUMaNzYie3bd6KjI9+5hBBZKzIykvLlbVmzZiStWtUF4OHDUJydx7B4sReurq5YWpbk8OFpVK78\n9ziu1NRU7O37smnTdj755JN36uvu3bvcunULW1tbKlasmCXX8zYyCF8IQWRkJAMGfM7+/dOJizvA\nq1cHCQraRGjofX75ZbW20xNCfAQ2bdqEs7NDWvEFYG1dgu+//4xlyxajqipPnoRhb685XvX1el5W\nPH78+J37srOzo23btlorvj6EFGBC5CHbtm3DxcWR+vWroKOjg55ePgoXLsgPP3zGmjWrtJ2eEOIj\n8OTJY+ztLdPFK1QozePHISiKQq1ajuzff0Hj/ZcvY/njjxvUqFEju1LVKinAhMhDIiIiKFnSMF3c\nwsKU0NAwLWQkhPjY1KpVm/37fdON5dq3z5tateoAMGHCZAYNWsjOnWdJTEzi2rV7dOgwEQ+PTylV\nqpQ20s52UoAJkYvcunWLDRs2cPr0aVJTU9O936RJE7ZsOUlCQqJGfNOm48TExOSqbTqEELmTm5sb\nurqF6N9/LkFBYURHx7F48U5WrDjA8OEjAWjVqhUrV67hxx/3UKhQK9q2nUjz5u4sWrRUy9lnHxmE\nL7gTpqAAACAASURBVEQukJCQQK9e3Tl16iRNmjhw8+ZDVDUfu3fvo2zZvwexPnnyhAoV7KhVy57v\nv++BubkRGzcex8trH6mpCmfP/oGtra0Wr0QI8TGIioriu+++YcOGDcTExOHq2pypU2dQrVo1baeW\n6d53EL7sBSlELjBp0gTi40N58OBX8ufXR1VV5s3bSpcu7vj4XE5b9R5AVzcfbm61+frrxbx8GYuz\ncw3OnJlPkyajtHgFQoiPSbFixVi0aAmLFi3Rdio5lhRgQuRwqqqyYsUKvL0Xkj+/PvD6G9fXX3di\n8eI9XL16NW3QasmSJSlf3o7ixQ25cmVFWhtbt57C2NgEGxsbrVyDEEIITVKACaFF169fZ9q0yZw7\nd57ixU3p168/Q4Z8obFeV2pqKhERUZQpU0LjXB0dHcqVsyAsTHNw/ZIly3Fza8kff/xJgwaVuHjx\nDps2nWTXrj0ad8qEEEJojwzCf0/x8fHMnTOXmjXrUbNmvf9j7y4Dqkr+Bo5/D92IhLQSFga2YoOB\nirEq5tru2q6x9rp29+rasXZ3NxZigUWooAiIoHRd6nLP84J9cO8fXV1FQT2fVzLMnPmdC3Lnzpn5\nDUsWLyE9Pb2ww5IUcVFRUWzbto19+/bh4+ND06Zu1KljxrVri1m2rB+7d29gyJCBSm1UVVWpUaMK\nx48rb9mOjU3izp1H+Y4YqlatGvfvP8TKqjonT4ZQvLgTfn73cHFx+ez3J5FIJJIPIy3C/whZWVk0\nbOBKTHQmdlauAIRGemFqrsmVq15oaGgUcoSSomj27JksWrSI5s1rkpKSzpUrd+nWzY3163/Nq5Oa\nmo69fU+uX7+ptFj+9OnT9OnTk2XLBuHuXpOgoDBGj15Hw4bNWbBgcWHcjkQikUiQMuF/UXv37iUq\nMpl6VYZjZVYZK7PK1KsynKjIJPbt21fY4UmKoFOnTrF58waCgjaxZ89vnDw5Cy+vxRw4cIWoqLi8\nenp62jRvXoNr164ptW/RogU7duxm3brLlCrVg59++pOePQcyb97CL30rEolEIikA0gDsIxw5chwr\n09oIwpuXTxBUsDKtw+HDxwsxsjeysrJYu3YtjRo2oWEDN1avXk1mZmZhh/Xd2rBhLZMmdcHcvHhe\nWc2a5Wjfvj47dpxXqhsREYuxsXG+azRp0oSLF6+QlJRMYOBjhg4dJp3tKJFIJF8p6a/3R9DX1ydb\nLstXniVPQ19frxAiUiaXy2nRwoM5M1ciZFRANasyC+aspWlTd7Kzsws7vO9SbGwMJUuWyFdub29B\ndHR83tdHj3rz9GkU7u7uXzI8iUQikXxh0i7Ij9C3by/aH+mCvXV9tDT1AcjITCE08hJLV+0t5Ojg\n8OHDBD+KoHGNCaioqAJgbV6Vy3cWsH//frp161bIEX5/6tVrwKFD13Fze7NgXqFQsHv3JSIjY0lI\nkPH8+SuCgiI4fPiotI5QIpFIvnHSIvyPNHHib6xauQZb81oAhEffYujQQcyZO7uQI4Pu3XryLFCN\nsnZuSuXBYZexsEvmwMHCHyR+b6KioqhZszr9+zejX78WJCfLmDt3NxERafz552pu3ryJiYkJHh4e\naGpqFna4EolEIvlAUib8L2zu3Nn07Pkjhw4dAqBDhyWUL1++kKPKpaOjjVyRkq88JycTHR3tQohI\nYmFhwbVr15k5cxp16oxEW1uLbt26s27db+jp6eHs7FzYIUokZGVlERcXh7GxsTQLK5F8ZtIM2Dfo\n8uXLdOzQnaa1f0dTQxeArGwZF27OYseuTTRr1qyQI5R8iitXrrBhw1piYl5Tt24DBg0ajKmpaWGH\n9U2LiIggMzMTBweHbzKZrUKhYM7MWSxdvATkChQqMGToUGbMmYWqqmphhyeRFGnSDJgkT8OGDenZ\nqytbNk/FpkQdBEEgIvoG3X7sTNOmTQs7PMknWLZsKUuXLmTMmI7Y2VXg8OHr1KixnmvXrmNubo6f\nnx8aGho4OztLOyQLQGBgIH269SD4STAaKqroFTNg1ab1X2STRFhYGEePHkUQBNq2bYutre1n62vG\n1GnsXrqWsWnlKSHoECOms+3PzWRlZrJw2ZLP1q9E8j2TZsC+Yb6+vuzftx9RFOno2ZGaNWsWdkiS\nTxAbG0vp0g7cv78WW9s3OyonT97E7dtRPHzoj5lZMWSyDARBjS1btlOnTp33XtfX15cLFy5gYGCA\np6cnJiYmn/M2vhrJycmUtXOgeYIJDURzVBAIIJ6/dJ5x+YY3lSpV+mx9z5s9h7mz5lBdMEUE/MTX\nTJ42lbHjxxV4XxkZGViYmDExrSKmwpslColiJlO17hL5Ohp9ff0C71ci+VZ87AyYNACTSL4Su3bt\nYt++tRw8OFWpPDz8FeXL98HLawm1apVHFEUOH77GwIHLCQgIeufjyZycHPr27cWVK5do374er18n\ncurULTZu3ET79h2+xC0VaatXr2br2HkMkDkqlR9XCceoez02bN38Wfq9fv067Zu1YrysIkZC7oaM\neDGDeTr+nLx0vsA/SD1//pzaFaswT1Y93/em6z/kxHUvKlSoUKB9SiTfEukRpETyjUlLSyM7O5ti\nxYoBoK6uTnp6Vr566emZ6OhoUatW7iYQQRBo374BR47cYNu2rYwe/Wu+NgDr168jNDSAoKCNaGvn\nvtH7+T2hadN+NGzY6K3JYL8njwOCsE3TgP/5s2qfo4ePf+Bn6/evtetplGGaN/gCKC5o0TDDlM0b\nNhb4AMzMzIx0hZwEMVOpz1Qxm7jMVCwtLQu0P4lEkktaJPKFpaSksHnzZhYsWMDVq1eRZvsk/ysi\nIoL27dtiZmaKtbUVdevWxsfHB3d3d27dCuLu3eC8uqIoMmvWDho1yr+LskoVO8LCnr+zn23bNjN5\ncve8wRdAtWplcHevyYEDBwr0nr5GTpUr8lw3/+kRz9RScXL+fI8fE+ISMFCo5ys3UKiTEBv3lhaf\nRkdHh359+7JdJ5RUMTdRs0zMZrt2KJ07d8bIyKjA+5RIJNIA7Iu6du0atjalmDNjDds2XsKzQw+a\nuDUnPT29sEOTFBHp6em4uTWialUTXr3aT2LiEYYNa0bbtq2Jiopi3br1NGs2gREjVrJs2X5cXcdy\n6ZI/Vlb5HzNevPiAypWrvLOv5OQUTE0N85WbmRmSnJxcoPf1NerWrRsRWhlcEF4gFxWIosg9MRYv\njVeMHPv2WcWC4N7OAz/dZKUPZ6Io4qebTPM2Hp+lzwVLF1Oraysmad5htkEAE7V8cWrvysp1az5L\nfxKJRFoD9sVkZmZibWWLc5leWJlVBkChyMHnwRo6dWvC3CKQwFVS+LZu3cru3Ws4eVL592Hq1C3E\nx+uyYsVKnj9/ztatW4iJeU29eg2oWrUqDRrUY/78fvz4Y1OysuQsXbqfzZu9ePDAH11d3bf2NWrU\nCFRUolm8eFBemUyWQbly/Th69BRVqrx78Pa9ePz4Mf1+7MVDf3/UVVQxNTNl5cZ1NGnS5LP1mZyc\nTAXHspjHKnAXbRCBC5rRZDsa433nJlpaWp+t7/j4eEJDQylZsqS0GUMi+UDSIvwi7sSJEwwdNIFG\n1ZV3MSUkv+BW4J9ER0cWUmSSomTs2F8xMUlh/Hjl46K8vO4ybdoBLl/2fms7X19fxowZxc2btwFo\n0aI5S5cup2TJku/sKzIyEheX2nh61qV7dzdev05gzpw9ODpWYvPmbQV3U9+A6OhoMjMzsbW1/aA8\nYAqFggsXLnD79m0sLCzw9PT84J2Endq1J/DcdYzSVXhGMpkoyNIU8L51g8qVK3/qrUgkkgImLcIv\n4lJSUtDUyP8HWEvTgLTU1EKISFIU2dnZc/Xq4Xzl9+49xc7O/p3tqlevjpfXFVJTU1FVVUVb+/0n\nHlhZWeHjc5PFixfSr99yDAwM6NVrMP37//RJ9/AtMjc3/+C6KSkptHBtysvHz3BK1ydWW87YkaM5\nfubUe9OC+Pr6cvW8FzPSq6IuvFkhckT+nBWLl7J+y18ffQ8SiaRokWbAPiNRFPM+Lb98+ZIyZcrj\n0WBu3gHeAIHPTmNRUsbRY4cKK0xJEZKYmEi5cmVYsmQA3bq5IQgCt28/om3bqRw9euKdO+BCQkJY\ntepPHj0KpEyZcnTs2AlVVVVKly4tZcn/wn4ZMgy/TUfpm+mIyt///++KMRwweUVYVCRqau/+3Lt0\n6VJOTVhOt2zlwfYLMZUtltGERIZ91tglEsl/97EzYNIi/AKWkpLC0KHDMdAvhrq6Bo0bNeHOnTtY\nWloyZMhgLvsuJOzlbeKTwvEPPkJIxBnmzJ1Z2GFLiohixYpx8uRp5sw5gINDbypXHki7dtNZvvzP\ndw6+rl69iotLbbS0YhkypDHa2nG0aNGc/v17UKaMI0OGDCQ7O/sL38n3a/u2bbTNtM4bfAFUFUzR\nzRK4cuXKv7Y1MjIiSUORrzyBTIoXl3YjSiTfEmkAVoBEUaRZ0xZcOH2fZi5T6dJiNVnJpWjSpDkB\nAQHMnz+XZcvnkqV6j8CwrVSsoc/Nm9epWLFiYYcuKUKqVavGw4eBHD16ioULV3DhghcdOnR8a11R\nFBk2bDDr1o1gzpz+tG7twty5P7F37xQEQcHTp1sJDX3A5MmTvvBdfL/SMtLRI38aCX00SElJ+de2\nHTp04ImYwGMxIa8sQ5RzUjeKn38ZWuCxfgh/f3/6/NiTauUr4dm2PdevXy+UOCSSb430CLIAXbx4\nkR+79adZnWkI/1i/ERBynLKVNdixU1rYLPkwkZGR/PxzP3x8bmBgoIsgqDJ//kK6dOmqVC88PJya\nNasRFbVH6exHURSxsenC5ctLUVdXo0qVQURFvUJTU/N/u5IUsIa161LyVhxugnVeWYKYyVTNuzyP\nDH9vgtvz58/T6YeOOKgYYpCjxn0xlg6dOrL2r42fdL5nVlYWoaGhGBsbf/AOxytXrvBDq9Y0yTCn\nTI4B4UIqp7SjWL5uFd1//PGjY5FIviXSI8gi4Pbt25gWq6A0+AKwMK3MjRu3Pvg60dHRTJkylWbN\nWjJwwGAePHhQ0KFKirCcnBzc3ZtSu7YlUVF7CQvbwa5d4xk9egReXl5KddXV1ZHLc1AolD+0KBQK\nsrNzUFdXw9a2BGpqqiQmJn7J2/gunT59mrsP7nOAZxwRQwkTU7gpvmKxdgATJk34oNMFmjZtSkR0\nJL+unU+nRWPx9rvF+i1/fdLga9XKlVibmeNWoy721iX5oWVr4uLen9T1lwGD6ZZWklYKGxwFQ9yw\nYoisDKOG/SI91pYUeSkpKYwd+yuWluYUK2ZIly6ePHr0qLDDyiMNwAqQpaUlsqzX+cqTU6M++DiP\nR48eUbGiMwf3+CBPKsMd71gaNHBl7969BR2upIg6ffo0enpqTJ3aCy0tDQBcXCowe3YflixZqFTX\nwsICJ6fybNp0Sql827ZzlCpVAlvbEvj7h6Kmpv7dHy30ucnlcvr16M2QjLJMpjoJZLCRIE4Qhkkp\nK36b8jtJSUn88ccf9OrSnSmTfyc8PPyt19LT06Nbt24MHjyYcuXKfXRMQUFBNHVrwu+/jGV4Umlm\npVVhfmYN0i8G0Na95b+exBEfH09w6DOqobyJw04wQCdHVfpgKCnScnJyaNXKnehofy5dWsCTJ39R\no4YJjRs35Pnz54UdHiCloShQHTp0YNTIXwl7eZuSlrkLpmXp8QSFHmXt+j8+6BrDh4/E3rIZ5e3d\n88osTCsxaOAQ2rVrJz1C+g48evSIunXL5yuvU8eJuXPzHxG0Zs16mjVrwuXLD6lbtzyXLt3nypX7\nnD27kAcPntKz5wLGjRv/r7vvJJ/Oz88PzSyRckLuYvk+5P4Ms8QcRgRfJzAwkOaN3SiZpkkZmQ43\nNW+wYuky9h89/FkSu547d44uP3REVZZNL8piLegBoCWo0TnLjimP7nHnzp13bu7Q0NBAFEWyyEHr\nH28VClFElpOFjo5OgccskRSUs2fPIpMlsGXLzLzZ47FjuxAXl8yyZUtYtmx5IUcozYAVKF1dXU6f\nOUlI5BHO35yO9/1lnLz2OyNGDqJ9+/bvbS+Xy7nkdYHSto2Vyo2L2aGnY4KPj89nilxSlJQtWxYf\nn/zT5DduBFKmTJl85RUqVCAgIIjatT3w908nJUUTuRwaNRpNq1ZT+OmnYYwYMfJLhP5dCw4OJjMr\n/9mR/z/HNPaXkbjE6/NTuiMNBUu6Ztnxk8yRXl1/JCcn553XFUURb29vFi9ezPbt20lLS3tvLAqF\ngoF9+tNHZk8a2ThioPR9FUHAXsWQJ0+evPMaenp6NHF144yacpJobyEaM0vzT5qZk0g+Nx+f67Ru\nXSvfo/u2bV3w8Xl7QusvTfpIXMBq1KhBWPgzvL29SU5Opm7duhQvXvyD2gqCgKCigkLM/8dYIeZI\nMxjfiZYtWzJhwlimT9/K+PFd0dLSwMcngN9+28z27bvf2sbIyIhffhmR97VcLic5ORlDQ0NUVVW/\nVOjfBZlMhqamZt7rmp2dzc99+nH84BEyMzMIIp7ywpv/85dVXlK/Tl0uXL7E0hwX+MdSXSehOFpZ\nL7l9+/Zbk7Smp6fTroUHgb73qZhtSJyGnJFDh783qWtISAhpiclUxBFzdAghicq8WXivEEWeKpLe\nOqD/pzWb1tPIpT6hiY+wT9Hkpa6cMA0Z5w56fdCJABJJYTEwMOTOnfwnzISEvKREiQ9PrPw5Se/o\nn4GqqioNGzb8qHatWrbmcfBZKpX5Ia88OiaQLHnqe7NoS74NqqqqnDlzngED+mNh0TlvF+TSpctx\ndXX9oGuoqal90MA/OTmZzMxMTExMpDfU9zh69CgTRo3haVgomhoa9O7VG1v7UsyePhMNWQ4zqMkz\nkllNAC6iObbo8VgrjWDtNM6vPkj1KlVRIf9rrILwzhmwWdNnkHT7CdPSK6MqqEA23BNjae/RhsCQ\nJzx58gRTU1Ps7ZUTt2poaOQeIA60oCQ7CcZI1MJG0CNdlHNIPQz78qWpUaPGv96zlZUVgSGPOXTo\nEA/u36eNoyOdO3dGT0/vo19HieRz27NnN7NmzUAul+PldRdX16oAvHwZy6xZO1myZGUhR5hLSkNR\nxEREROBSpz46mpYU1y9HWkYU4dG32L9/D82aNSvs8CRf2OvXr0lOTsbOzq5AZ7IiIyMZPnwI585d\nQE1NFTu7UixatBQ3N7cC6+NbcvbsWbr/4EnPdHsqUpxEMlmpFki6IhtjhQa1Mae+YAFAjJjOFV7y\nUIjHsVEN9u7fh7GxMc0buWF2NZImvElP8VRMYn2xUF68jkZdPX/uMEsTM4bE2WElvBnwiKLIbxp3\nSBHkWGoaEpedRoVKFdl1cB9WVlZ59ao6VaLqoxwaYMFlMZLDhCIAMiGH1q08WL/1rw+enZdIvhbP\nnj2jdu0aXLy4kJiYRLp3n03p0tZoaKhx+/YTJk6cyMSJvxVon1Iaim+EjY0NQY/8GTmmJ+WqCHTs\n5oK//31p8PWdUigUzJ07G2Pj4hgY6NOzZ/d37pz7UFlZWTRt6kqlSkZER+8lLu4g06Z1omvXTty/\nf7+AIv+2TJ84mU7ptlQWjFERBIqhSZI8nYEKJwQEdP/xMMFU0Kaj4EBN0ZRKFSrk7T79Y81KzhrE\nsl3zGXfE1xxRDWOVzhPWbd701sEXQEpaGgZoKJVdJxoxS87UzCpMTHFiXnp1jP1i8GjqrrSrccvu\nHZwwfMVG7adkoaCcTgnUDHW55H2VA8ePSIMvyTdp69Yt9OjRlEqV7HFzq0ZY2C4mTOiGra0Z7u7u\nBT74+hTSAKwI0tfXZ8iQIWzesolp06ZiY2NT2CFJCkFaWhqNGtXHyEhGYOAGQkK24OCgQYMG9T4o\nh9O7HDlyBHNzA6ZP742urjYqKiq0bVuPsWM7sXTpogK8g2/Hw8AAnHgzYMkghzTklBT0qUBxfIhW\nGvzIRQV+eim0bNM6r6x8+fI8eBRA/TE9eVy3OPoda3H5hjft2rV7Z7+N6jfglqCc2uYM4fSkLCZC\n7oHraoIKbeQ2JL54hbf3m8XFlStX5tGzEDrNGUWxn1zpuWA8IWGhuLi4fPB9+/v707NLN8qXcsC9\nkRunTp16fyOJpBDFxsZQsuSb1Cmamhp4eNShffv6pKX9+0kUX5o0AJNIiqjt27dRrpwlixYNwtLS\nBDMzI6ZN642rayU2bFj/0df1939Iw4YV8pU3alSZgAD/Twn5q5ecnMy6dev4bdIk9u/fn5ds1Mrc\ngkhS8+ppoYoGKkSJaTTEkmjSWU8gj8QEHoixLNcOomwt53wz10lJSZw6ehxfPz8unDhNqybNOXLk\nyDvjmbN4Aad0ozmhEk6kmMpdMYZXpGOLvlI9QRCwQY/Q0FClciMjI0aMGMGq9WsZOnQohoaGH/xa\n+Pj40LB2XTL3+9IlzJiSV17Rz7M7y5f9e0oduVzOzZs3uXHjBnK5/IP7+xCiKHLv3j0uXbr03mOd\nJN+n+vUbcuiQT74cd4cO+VC/fqNCiurtpAGYRFJE3bp1Aw+P/DmaPDxqcvPmx5/H5+DgiK/v03zl\nvr5PsLd3+Ojrfu18fX1xsC3FptGzCJy7m2n9fqFyOSdev37NqAlj2a4aQqL4Js1ESfTZQCDZKJhA\nNUzRZqMQxC79CAYt/J0jp04obYGXyWS41W9IWX8ZCzNqMDutKj/GWNCve0/u3Lnz1pgqV67MtVs3\n0O5Yk78so7hTRRN721I8JkGpXo6o4IkigUqVKhXY6zFm2Ag8ZTa0FG0oKejjIpgzUlaO3yf9Rmpq\n6lvbnD17FltzK7o3b8uPzdthU8KywGbNgoKCqFSmPB4NmjD0hx+xLmHBwvkLCuTakm9Hhw4dkMmg\nb9+FBASE8vRpJOPHr+fSJX8GDhxU2OEpkRbhSyRF1G+/TSQr6zkLFw5QKp89ewcvX6qzcuXqj7qu\nTCajbNnS/P57V/r3b4mqqiq+vk9o23YKe/YcoH79+gUR/ldFoVBQpqQ9zV7oUUsoAeTOtuxXf45B\n62rsOrAPHTVNBIUCa/SII4NiaGCLPtd5hYW2IQmKDJo3b86mHVvR19fP18fmzZtZOXwKQ9JKK5Wf\nFSIQ2ldh5/4PO+3i5MmT9OnUnb4ye8pSjBSyOaAVjlYtB85evvjpLwa5qTW0tbRZrWiA2v8crbbY\n4BHLD27Lt2EjNDSUahWdGSBzzEtG+1hMYK1OCLfv++Ho6PjR8SQmJlLWzpGWSaY0FC0QBIFYMZ3l\nuo/5Y+t6OnTo8NHXlnx7kpKSmDNnFnv37iErK5u2bdswefJUpU0qBeljF+FLaSgkkiKqb9/+uLjU\npmvXxlSvnpuvKTDwOStWHOHUqbMffV0dHR3Onj1P7949mD59O8WK6ZOYmMaiRUu/q8GXKIr4+/vz\n+vVrUlNTSXz5mpq8SecgCAIts60Zd/wYcrkcfX09Bic5kE4OBqjn7Ux8KqQwZNp4evbsiYWFxTv7\ne/L4MTapavxvJgo7hT5nAj/8fLpWrVrx56a1TPp1HK9iHiEK0KVTZ5atXPHfXoB/oaqqioaaGmlZ\ncgz/sQlAFEVScjLfOsBct3oNLnLTvMEXQFnBiHrZpqxZuZpFSxd/VCzr161n5C+/UCJTg0aCZd7r\nZyJo0zbNkqVzFkgDMIkSQ0ND5s9fyPz5C99fuRBJA7AiQKFQkJqaip6e3icduCv5tjg6OrJu3Xrc\n3X+iUiV71NRU8fV9zLJlf1C1atVPunb58uW5dcuXJ0+ekJaWRsWKFd+5E+9bFBYWRkePtrx4Ho6Z\nmi5PkqMxFbXy5ULTQpUchQK5XE6PXj059eduBooVUPm7XoAYT6yYTnDQ438dfAE4VajAab1s+J9E\n9iEqKVSo/PbjgN6lc5cudOrcmfj4ePT09Ar8iDIVFRW6dOrM8X1X6J5ln/e63BRek6Wpwrjho4iI\niKB6zRpMnPY7VapU4dnjECyzNPMNMC2ztXgeHPJRcXh5eTF51FgaZ5qRiSLf963R43jEp+0KlkgK\ni/QIshCJosiiRYtZMH8Rqakp6OnpM278GMaM+VVKiinJI5PJ8PLyQqFQ4OrqKiXB/ESiKFK6pB3V\nItVxV9iQjpwxeKOOKuOphpWgm1fXW4ziYWUtbt7349KlS7Rp4o6RQgNnjHlNOoEk0IuybNF8Skp6\n2r/+v83IyKBMKQdcYnVpkmOJGio8JI4tOqF4Xb+Ks7Pzl7j9D5aQkEDTBo1JDo+mjEyXV9rZBMsT\n0EGNHzKssUKXQJVETmtFcfTMSa57e3Ni+mr6ZCivI9yq9Yzmv/3MxN8m/ecY2rq3ovjZZ5ijwzae\nMINaeYNfgItEkuLuyOFTxz/5fiWSjyU9gvwKzZgxk3Wrt+NS+ReMDGxISI5g2eJ1yGQypk6dUtjh\nSYoIHR0dPDw83vn9pKQktm7dwr17fmRn5xAUFIC/fyA2NlYMGTKMX34ZIc2s/i0xMZEmDRqRFPGK\nFrggCAJpYjZ6aNCWUizhHq3FUtigRyDxnCKcLZN2ALn500rpmdA82ZSnJFMWI3pRFg1UWZsVSE7O\nvx8XpqWlxWWfa/Tv0ZtffW+hrqKKqakpu9fvL3KDL8jdQXn7wV3OnDnD3bt3MTExYezI0YxOd8pL\ngWEl6qEvU2Ps8JEcP3+GpQsWcTYzgkYKSwCuqEQRpJXC3gE//+f+IyMjuXPrNv0oiT0G6KHGFh7R\nQXRAH3X8iOGEzkvOzNhWoPctkXwp0gxYIUlPT8fc3JImtX5HX/dNzpKUtBgu3JrJq1dRaGlpFWKE\nkq/Bs2fPcHVthItLWZo0ceb27cfs33+ZbdsmYWpqyMiRa6hbtymLFi0p7FCLhC4/dMT/xBV05SoM\nFioCuTm7xnGdkTiTjpwLRBJPBsZoEqybwav4WDQ0NEhMTMTWwoqpGVUoLrz5v3lDjOZBFW187r59\nJ+PbxMTEkJGRgbW19Vcz233hwgVGdOzNr8lllcrlooLBKleRpcsICwtj+IDBeF29DECjeg1YcUP6\n3AAAIABJREFUsW41ZcuWfdsl3ykiIoLaVaujHp9BddGENoIdMlHOfkLw4RXZKHCwKcnaLZs++Hgu\nieRzkWbAvjLh4eFoaugqDb4A9HVN0VDXISIigtKlS7+jtUSSa/ToEQwe3JIJE7oB8PPPrfH0bMiA\nAUt4+nQ7x47NwNGxN+PGTcDMzKyQoy1cCQkJnDx9ipFyJ1bwELmoQE1QQU1Q4QfRnhU8pAdl6E1Z\nnpLMXp1wZs2dg4ZG7iL0YsWKMfG3Sfwxbwlt0yyxRJcAIYGTOi85tuK/pVowNTV9f6UixtDQkKSc\nDERRVBo0ppGNpro6ampqlC5dmtNe58nIyAD46A+Rs6fNoFqSPnVEe+bjh4moTU3M6IADGqrqhNuq\n8/BJ0L/OOEokRZ30XKKQmJubkyZLIiNLOZlgRlYKsvTk7/7NUvJ+mZmZnDlzjmHDflAqb968Jnp6\n2vj6PsHY2JDq1ctx9+5dAB48eMDIkb/QvXtnVqxYTnJycmGE/kWFhYVx8OBBzp8/j56aFvaCIY4Y\nspYAYsV0FKKIIRqkks0xiwQmafniVTabJZtWM3T4MKVrTZz8G0s2r+V+dV3WlXhBhkd5Lly9/F3s\nHq1evTo6xoZcF17llSlEkSOaL+jepavSY24tLa1PmsE/ffIUdeQmWAm6jKAyl3nJEK4wGm8SKxpz\n5eZ1afAl+epJv8GFxNDQkE6enbh+ZQc1KvRFXU2TbHkmd4O207lT5/+UsVryfRJFEVEUUVXN/zlK\nXV2NnBwFCoWCp08jMTc3Z8uWzYwfP5bBg1tTvboDR48eZsWK5Vy5cg1zc/O8tnFxcQQHB2Nra4ul\npeWXvKUCJZfLGdC3Pwf3H6CMhjFROakkpqcQKaYyACcOEcp0bpNBDhqoUpMSJOrpkhQZ9q+PBT09\nPfH09PyCd1I0CILA/mOHcXdtgm9WEiUyNHismUoJR1sWLV9WoH3p6eiSRm4WfQfBkAlUI0vMYaPu\nM4aM+uWrnEGUFG2ZmZls2bKZI0cOoqKiQseOXejRo8dnHehLa8AKkUwmo3evfpw+fQqT4jbExkfQ\nokVLtmzdhI6OTmGHJ/kKtGjRjNatyzNsWPu8Mh+fADp2nMbz5ztZsmQ/hw/f5fTpc9jZleT69T8o\nX75kXt1ff11Daqo+a9duIDs7m9GjR7B9+w7KlLElJOQF7u7NWbdu41e583LWjJnsnb+KwbIyaAlq\niKLIagIIFZLpK5bDAUOeksg2ntAUG9ywYpreA/ZfOEmtWrUKO/wiKyMjgyNHjhAREUHVqlVxc3N7\n7zq2nTt3smjmXJ6/CMepbDl+nz0Dd3f3vO9nZ2eze/du9m3biSAI6BkbEXDEi6GysnmJYJ+LySzT\nDiLs5QuKFSv2We9R8n3JysqiZcvmqKjIGDTIA7k8hxUrjmJiYsOBA4dRVVX91/YfuwZMGoAVAZGR\nkTx9+hQHB4fPlqlX8m0KDAykSRNX2revS5MmVbh7N4Q//jhAxYoOJCamoa2tz+HDx7h9+zYbNy7h\n5MlZSu3DwqKpWXM4r1/HMnHiePz8LrNr10SKFzcgLS2dIUNWIJcbsmPH7kK6w49naWLG4Dg7rIU3\ng0dRFBmreRtZZjo5iJRAhxbYUFfIzeG1yiCEyVuW/+sB2d+LR48e4eXlhZGREW3atEFXV/f9jd5i\n4fwFrJg5n45pNpREn8ckcEAnglVbNuLp6YlcLqdN85aE3XpI/TRjFIhc0YlDpi1ARjbO6QakaIrc\nJ5YtO7fzww8/vL9TieQ/2Lp1K5s2/cGFC/PzBlvZ2XJq1x7O9OkLadOmzb+2lxbhf8WsrKykgZfk\nozg5OeHnd49169awffsdSpa0Y+/eA6SmpmJtbU2dOnUQBIHbt2+/tb0oglyeTdu2Hnh7X2P8+C7o\n6eWmGNDV1WblyuHY2nYnOjpa6THl1yAmIZ4SOCmVCYKAvWZxXhlk0SbGhBrCm7WWMlHOk8xYatSo\n8aVD/exEUWT9+vUsnDWX0MhwHG3smDhtMr379MlXV6FQ8FPvvhw5cAhnjElWkzNEHMiBo4f/845D\nmUzGnJmzmJBWEbO/U1fUogQGMg0mjPyVjh07cvDgQUJvP2RMWnlU/57tqi0rwTzBn58njyU7Oxsj\nIyP2d+4srY2VfBbHjx+hX7/mSjNd6upq9OnTjOPHj7x3APaxpAGYRPKVs7CwYOrU6XlfZ2VlceLE\nCW7cuEF6ejqurq40a9aMn37qR2Dgc5ycSuXVXbJkP3p6WnTtWpUePWqwZs1Rzp3z48SJOWhoqKOn\np429vRURERFf3QCsaoVK3H8YRw3evGmni3IC06LRzFBjK3EoRBFnTIgijb1a4XTr1v2b/DC0aP4C\nVs5aSLe0kthTiuCwJH4bOprUlNR8Gw3WrF6Nz6EzzE6vhqagymtRxg6e0NKtGWZmZvT5uT8Tf5uE\ntrb2e/sNCAjARFUnb/D1/8pSjNexj4iLi+PAzj24pBrlDb4A1AQVXNKK8+iBP5t3bi+YF0EieQdN\nTU1ksox85TJZJhoaBXvKxD9JjyC/ImlpaVy9ehU1NTUaNGhQ4MePSL5+T548oUWL5tjaGuPsbMfF\ni/fR1y/OiROnOX78GGPGjGbgQA8cHCw4cMCbK1fu8vDhRmxscgcpOTk5uLqOZsCA1vTo0YyYmETs\n7XsQEBCEra3te/t/8eIFK1euwNf3NjY2tgwcOKTQ1lOdPXuW7u096SIrSSWMeYWMfdrhPM2IY7ZY\nm5ekcYxQQklBBzUsHEri/zjoves9vjYZGRlYmpZgXKoTJYQ3a0tfiKn8WSyEF6+jlY6hqla+Em6P\n1KggFCdOzGAWd3DDChfMkSHnhNZL9KrZc+Ha5feu/QoNDaVGBWfmpVdXOtQ7RcxikuYdYhLi+blX\nX1T238VVsFZqe4YI9HvWY/2WvwrolZBI3u748eNMmDCSGzeW5z0BiI9Ppnr1oWzfvod69er9a/uP\nfQQppaH4SmzZsgULCysGDxhH/z6/YGlhzYkTJwo7LEkRIooi3bt3YcyYH7h0aRF//DGUBw/W4uxs\nwa+/jqRnz15cuHCJtLTinDsXRnx8DhMnds8bfEHuIcw//eTB0aPXefbsJZ6e07C2NqVpUzdevnzJ\njRs3mDVrFn/88QdRUVFK/QcGBlKjRjUyMkIZNao5Tk46tGvXmm3btn7plwKA5s2bs+vwAXydNfhF\n1Zs/9YOJ1VFgI+piJGhSQSjOBKE6a4XGzKY2z8PDvrnBF8DTp0/REzSUBl9A7tq47BxevHihVB6f\nkIARuR/uzhCOC+a0EewwEbSxFfQZmFGGZw+CuHjx4nv7trOzo0KlipxSi+D/P1grRJFDmuF4dvRE\nW1ubbn16clUvnkwxJ+/7p8QwjvOc3Xv30ryhGz4+PgXxUkgkb+Xh4UH9+q44Ow9kxoytTJnyF87O\ng+jSpft7B1+fQpoB+wr4+fnh5tqcRtV/pZhB7qfE1/HBeN9bwcOH9yhZsuR7riD5HgQEBNCqVTNC\nQ7cp5WSKjU2iVKkfiY9PyEsqCjB8+FCsreWMH99V6Tpr1x5jwoR1qKmpMXhwW6ZM6cXEiRs5fvwO\nWVkZeHrWJyYmmcOHvVm1ajVdu+YmgW3TphXNmzswfHiHvGv5+4fi6jqW8PAXH/TI6nM4cuQIvbv3\nwAIdImTxlECHyYLyOq/XooyF+o+ITU4olBg/p5iYGBxsSjE/swZawptVJ2liNhM17xD5OhoDA4O8\n8t7de5Cy9wZtFCWZLt6mB2VwEJTT4hzkGTWn9WXKlPcfmRYZGUkL16akRcdhq9DjCQmUqVSBo2dO\nYmBggCiK9O3RiwtHTlJHVpz7YgxZKPiRMpihzX1iOawTybGzpz7rm6Hk+yaKIj4+Phw+nJuGwtOz\n8wevB5V2QX7D+vX7mQe3k6ng0Fqp3C9oJ+271GLGjOnvaCn5nnh7ezNq1EBu3VqhVK5QKNDXb0NU\nlPIb7dWrV+nduxu+vqswMtIHIC0tHWfnn5k+vQ+dOzdGXT33DTs6Oh47u+4kJBxFSyt3EOfvH0rD\nhqMJCnqMiYkJWlpaJCUdRUdHOQFnvXqjmDFjMU2aNPmct/9WL1++pLxjGUakl+c+sWSh4Cav6E05\nKgvGQO6MyzohkDqDPflj5Z9fPMYvoWPrdiSdf0DXzFKoCirIRQXbNZ9h264u2/bsUqobEhKCS/Wa\nNEg1JlARhytW1BJKKNXZqBVC90XjGTJkyAf1L4oiV65c4dmzZ1SsWJEaNWooPb4URREvLy82b9zE\n/j37WJhTB51/DBa9xShCahfn0o1rn/AqSCSfh7QL8hsWEf4Cfe0y+cp1tUoQHv7iLS0k36MqVarw\n9GkkISGRODq+WUh+7JgP5cqVURp8AdSvX5+OHbtQpcog+vVzR01NhY0bT//9KLOJ0hukqqoKgiDk\nDb4AKla0o2nTKri7N2PNmnWoqamSkZGVbwCWnp6ZN/OWlpbG3r17efo0hAoVKtKhQ4fPupZx5MiR\nVEjXx04wIFCMJw05g6jAnzykjFgMc3S4RyzpWiqcnzf3s8VR2DZu30LH1m2ZdNcPO3UjQrLiqeVS\nm1Ub1uWr6+joyPU7t5gxeSoxp05yIPUZTmJx9ITcdWLBYiL+QjxdunT54P4FQaBRo0Y0atTond93\nc3MjLi6Ox8evoZOi/NZUDVN2+N34D3cskRR9BbIGTBCEFoIgPBIE4YkgCOPfUWe5IAjBgiDcEwSh\nSkH0+72oV78OrxMD8pXHJQdSr16dQohIUhTp6uoyffoMWrSYxN69l3jyJILVq48wYMAy5s1bmK++\nIAgsXLiYvXsPkZpanPh4A1at2khSkozAwOdKdVesOETjxs75rmFpaYydnQFt23rQoEF9FizYo/T9\n8+d9iYlJxsXFhcDAQMqWLc3hw3+hofGSTZuWUbGiExEREQX6Ovy/GzducOLQUczQJEHMoCom3OQV\nxdFiLi5UwhhVBFQ1NZi7bBH6+vqfJY6ioFixYly4doWLN72Z8NdSrvne5NSFc++859KlS7Ntz05i\nkxLo9+swJmv6slH3Kcv1nrBGL4S9hw5gbGxc4HGampoSJ6bzv09BYkjH2NCowPuTSArTJz+CFARB\nBXgCNAFeAreBrqIoPvpHnZbAMFEUPQRBqA38IYriW0cO0iPI/F6/fk3Fis7YmjWkdElXFIocHoWe\nJik9gIDAhx+dIFHybTp69CjLly8lLCyMypUrM27cRGrXrv3B7bdv38aYMaMZNqwtZcpYc+LELU6c\nuIGHR222bHnz+Uomy6BcuT4cPjyDJ09e8McfZ0hISMDOzgR392oEBIRz6JA3+/YdwNXVlVq1qjNg\ngCs//eSRd42ZM7fj7R2OjY0t+/cfQKFQ0K5dG2bNmvtBuy7/TbeOnbl46AQJqjnk5OQea6Otqokc\nsMhRp4xowCM9GVUb1GH/0cNKR46EhoayaNESrnvfwNrGipEjhxfKI9SiIiIigosXL6Knp0fLli0/\n20kdOTk5lC5pj+tLPeqTm/YkW8xhlfYT2o8dwNTp0z5LvxLJpyi0NWCCINQBpoqi2PLvrycAoiiK\n8/9RZw3gJYrinr+/DgIai6L46i3XkwZgb/H06VN+HT2Ok6eOo6qqSvsfOrB4yUIsLCwKOzTJN+je\nvXts2LCOqKhIatVyoW3bdrRq1YIWLarQs2dTYmKSmDdvF+XL27Jp0ziys+VoabUgKSmJ/fv34+d3\nB2trG3r16o25uTnBwcE0blyfiIidShsEZLIMjIzaYW1twpIlg6lTx4mVK4+wdesl/PzuUbx4cQCi\noqJYt24N9+/fpVQpewYMGES5cuX+9R4M9QzIETVoVGMYiSkvuRu4lwqOrShmYE141F3Co7xZvGQR\ngwcPVnrcGhAQQIP6jbA1r4u5SWWSU6N4HHaS36dMYOTIEZ/nBZfkCQwMpFVTdzRT5ZQQtQjIiaV5\nyxZs3b1TKV2GRFJUFOYArCPgLorigL+/7gHUEkXxl3/UOQbMFUXx+t9fnwfGiaLo95brSQOwfyGK\n4ntz70gkBSUwMJA5c2Zy9epVihUzREdHn+DgICpXtqdnz2b07u2OiooK4eGvqFx5IAkJifl+P+/c\nucOECWO5efMmjo5WDBzYmgEDWqOiooJCocDEpD0zZvRh+vStnDw5l5o1y9Gr13wqVnRl3Ljx+Pv7\n07SpGx071sPV1ZkHD0JZs+Y4f/21FQ8PDx48eMDly5cxMjKiXbt26Ovrs3v3Lnr27It7vd8w1LPg\nwLlRuNf7jWIGVgSHXeL+48PI5ZnkKLJo1KgRrVq1wMXFBRcXF1q08CAxyphy9s3z7iElLYazPtOI\njIzA0NDwf18mSQHLycnhwoULREdHU6tWrfcOtiWSwiQtwv9OSIMvSUHIyckhLi4OQ0PDdy6C9/f3\nx82tMWPHejJ9+jzCw1/z++9bUFfXoEePZvTt2zLvWhMnbqJv3z75fj9v3rxJ69atmDatJ3/9NYiQ\nkEgmTtzA48cRLF06lGPHfChVqgRDh/6AqqoKc+fu5ODBGbRuXZs9e64DMHr0CKZO7c7gwbnnM3p6\nNqJZs2p07/4zjRs35uLFC7Rt68LLl/GMHPkLP/00gD//XI6KIGBcrBQvX/tjqGdJMQMrnkVcxz/4\nBK61RqCqos75G4t44PeMF8+OM2/OEiytzAgM9KeT+0ql+9DXNaWEiQNXr16ldWvl3ciSgqeqqkrz\n5s3fX/E/ePr0KTKZDCcnp28y35vk61MQA7BI4J+LNaz/LvvfOjbvqZNn2rRpef9u3LgxjRs3/tQY\nJRIJuTOoq1evYs6c2WRkpKNQiPTv35/Zs+cq5QgDmDVrOhMmdGb06E4AODhYcfp0OezsejBlynY2\nbz6Pk5Mt58/74eBQhnXr5uTrb/r0Kcyf359+/XIHazY2Zpw+PR87u+5oaWmwYcNJ9u6dgiAIeHjU\nYdas3GNngoMjMTe3/Pv0B2+OHRundN0GDSqjq6uBv78vISFb0NbOHURevnyfFi3GM2RIO1atPE6q\nLBZVVXXkOVkA+Acfp45zX4obluKY1ySqlO2AY8mGBD07y/PI2+SEqaIQIUuejrq6ct4yWUYyu3bt\nYc3qDZR3KsPQoUMoVarUp/9QJJ9VQEAAPTp1JeJ5GNqqGii0VFmxdjUdOnRAoVAQExODvr7+Z1vX\nJvn2XLp0iUuXLn3ydQriEaQq8JjcRfhRwC2gmyiKQf+o0woY+vci/DrAMmkRvkTy5a1du5rlyxex\nc+dEnJ0diIh4zeDBy7G0LMe6dRuV6lpYlODWreVKmfIBevVaQP367SlRogSRkZFUr16dWrVqvXV2\nVk9PlxcvdlOsmJ5SebNmY5HLc1i+fBiVKtkDcO7cHSZN2sjWrRNwdR3LqVNnKVeuHMWLGxEXd0gp\nvYUoitjZdWfChG4MGtRW6dqtW0+iWzc37vo95cDeIGpVHMjxy7/j4tyPCzcW06PNJuKTwrjmt5Z2\nbvOIiPbDN2AXTV3Goq9bghv3/kKBgloVe/DgyVFCwq+QkZmMqqo6Ze0aYVKsDIkpz3kedZ1jxw7T\nsGHDT/qZSD6f1NRUSpe0o0WCKfVFc1QEgWAxkbU6wYyaMJb1K9eQlJSEXMzBs6MnK9as+qZ3w0o+\nj0I7ikgUxRxgGHAWCAB2i6IYJAjCQEEQBvxd5yQQKghCCLAW+LDsfRKJpMCIosi8eXPZsmUszs4O\nQO6M1M6dE9m3bz/R0dFK9YsXN+LFi5h814mMjMXMzIx27doxZMgQnJycWLhwAY0b18fdvQmbNm1C\nLs/ddWhsbERExOt813jxIobatctRsaIdAHFxSYwatQqZLIt69UayYMEiqlatira2Nk2auLJq1VGl\n9mfO3CY+PoXy5Usya9Y2PD2nMXr0Kh49CsfKyoSEhBTmzuuPa1Mbjnj9ioaGBpduL0dTQ5e4xFCy\nstPQ0SqGIAg8enaOquU7oa+bm2y0qlNnEhLDOHh+DAnJ4bSoPwnjYna4OPelRoWelLKqTZVyXahe\nrjd9+/6cL2WCpOjYs2cPtpnaNMQClb8/IJQWilEhXZ9F0+fw4ytzlmTUYnZmDZ4duELH1u0KOWLJ\n96RA8oCJonhaFMWyoiiWFkVx3t9la0VRXPePOsNEUXQURdH5bYvvJW88fPiQAT8Pws21OePHT8h3\nVptE8jHS0tJ4/TqWGjXKKpUbGOhSqZIDjx8/Virv27c/v/++hYyMrLyyU6duEhgYTsuWuY8UU1NT\nadSoPrdvn2HixLYMHNiQTZuW0717F0RRpH//n5gwYSOZmW+usWvXBWSyHA4evEWVKoNp3fp3HB17\n4+RUnTlzlhIWFkGvXr3z6s+bt5A5c3ZhZNQWfX0PnJz60q3bHKpUqUr79lOIiIihc+fG6Opq0bDh\nCPbtu0zjxlVQV1dj01+/MmdOX8xKqFG8uD7N3V25+fAvtDQNiU8KQ5aeQFp6HEYGb1ZRaGroUtu5\nL4gKGtcagbqaNilpryhl7aL0+libVyUhPpHg4OBP/+FIPosnjx9jlZZ/5+RzMZleOaUpLeQOwg0E\nDXpl2nP/jh/3798vhEgl3yNpEX4Rc+TIEXr17IujjRuGehU4dfg+69dV4dLli1SuXLmww5N8xXR0\ndNDX1+PRo3DKlXsz4MjIyCIo6Hm+M0VHjhzFvXt+ODj0olWr2oSFvebBg2ccOnQkb+H+hg3rsbMz\nYu/eyXmPID086lC16hAuXbrEhAmT6NnTH3v7Xri71yQ4OJKwsBiOHTtBpUqV8Pb2Ji4ujg0b6mBu\nbp4v5tjYWLp160KpUiVYuPBnKld2YMeO88yevZvMzAx+/70no0Z5AtC5c2NatKiFh8dEypbNXXKa\nk5PDli1nMDAw4+zZg9ja2jJ9+gwWL16AlpYOp6/NREerOFExARjqv0npEp/0HHPTCqiqqAF/P1kQ\nRRD4x4yXKO1KLuIqVqrEOb2dkKZc/goZZSmmVKYqqFBa1YiAgACcnfMnHZZICpp0FmQRkp2djaWl\nDTXLD8C0eOm88uAwL1R1n3H12qXCC07yTZg9eyZnzhxk//7fMTMzIi0tnVGj1hAbK3Dw4JG3tnn4\n8CHe3t4YGxvTunVrpUO13d2bMGyYG23a1FVqM2vWNpKSjFi4cDEADx484ObNm5ibm9OiRYsPyue0\nbdtWhg0bSr16ThgbG3DixE3Gju3CxIndmTFjGwsW7CIm5lDeAvz/V6ZML3r3bk65crasXHkMVVUD\nTp48o9Rnamoqjx8/5tatWyz/YyVPnz6lXrWBWJtXJSsrFZ/7G5ClJ+DRaCYAp67OxNaiJonJEYS9\nvEmOIid3wKYiY8KEcXTs2BFHR8cP+yFIvpj09HTK2ZemVowOTXMsUUOF+8SyUXjEELECTkLxvLoK\nUWSa3n32nTtBnTrSCSOSD1doa8AkBcfPzw91VV2lwReAvXV9bt66QVpa2jtaSiQfZsKESdSp40bZ\nsn2pXn0otrY/kpiozl9/bX1nm0qVKjFo0CA6deqkNPgC0NbWITlZlq9NcnI6Ojq5JzSkpKRw69Yt\nnj8PRSaTfdCaqeDgYEaPHsmNGys4eXIe27ZNIjDwL9avP8HFi360a1cXVVVVcnIU+dqqqqpx/PhD\nNm70pmvXAZw4cTrfgE9PT4/q1aszePBggh75c+r0ceJkl9lzaiBHL42lQeOKaGjnEBJ+BVEUqVmh\nO/cfHURDXYf2TZdQ1q4J6RlJlDCqztYNF6lWtSbz5i14731J4NmzZ8yaOZNxY8dy7tw5FIr8P8OP\nkZ2dza5du+jesRP9e/XBy8sLLS0trtzwJqmeNb9q3GS05k0uOmQydMxI9ulGECOm57YVFRxRD6dE\nKZv/dGqEpGhITk5m0qQJODiUwsbGkiFDBvHy5cv3thNFkYMHD9KhQ1uaNXNl/vx5JCYmfoGIc0kz\nYEWIr68vrVp2wN1lptJjjWx5JgfODScxMT7fG6BE8jESExN58uQJ1tbWWFpafvR19uzZw4IF07h6\ndUneLsUXL2KoXn0IXl5XyM7OpmVLd+rUKUfVqvZ4eT0gKiqZCxcu/Wu/U6ZMRiYLYdGigUrlK1ce\n5ubNINq3r8/IkWsYMqQN48d3zfv+xYt+9OmzlGfPnisdLfShUlNT0dTURF1dncDAQFq3bkd6Wg4K\nBYgKNVo2+J3IVw+47b+Dlg2moKmRO8iUpSdw7sYMLl0+T5Uq0lG377Jh/QbGjBhJrRxTdLNVuKeb\nTLlaVThy6kS+NCj/RWZmJi1cmxL9MITaqYZkCgqu6MTStX8vFv+xDICEhAQyMzMpUSJ3s8WCufOY\nO3sOJmq6xGWlUr1Gdbbv2/PWR+GSois7O5sGDepSunRxxo3rjJaWBuvWneDAgRvcvu37r2eWjhgx\nHC+v04wZ44mJiQE7dnhx924Y16755J3C8SEKLRN+QfueB2AKhYKSJe0pY9URa/M3f8QDQo5jYp3G\n6dPHCzE6iSQ/hULBzz/3x8vrHN27u5KWlsmOHReYMGEio0b9irNzRcaObUvPnm+Sak6evInHj9PY\nt+/gO687bNgQHB0FRo70VCo/csSblSsPEx2dxE8/DWfRogU0aOBEkyZVePAglB07LrJz526aNWtW\nYPfn4+PD7NnziIkwwMmhBdd812BavDRl7ZTPhnzw5BCN3e1YunRxgfT9rXn58iXlHcowMaMSJYTc\nnFtyUcGfOo/pN2c8I0Z8/DFPq1atYt3YWQyXlcvb7ZgmZjND5z5nrl2iatWqb22XlpZGUFAQZmZm\nn3z2qKRw7N27lxUr5nLlymKliYu+fRfi6FiX336b/NZ2Dx8+xN29CUFBGzE0fJMmp1+/RVhbV2XG\njFkfHIP0CPIboKKiws6d2/AN+os7gVt4HHoBnwereBl3ndWrV3zQNXJycvDx8eHq1atkZv4fe/cd\nUGX1P3D8fdkbZA/BAYoiKktFUcSFONMcqalZ2dDK0nKWlaPlKLOvlWllpeZCcyI5EZxSOnqWAAAg\nAElEQVS4F4IMAdmCyLhwudz7/P7wF3bDrQzhvP7z+JzzfI7j8rnPc87nKKo4YqG+09LSYuXKX1i7\ndhMyWSOsrFoTFXWUKVM+4NKlSxQVFTB6tGYyNG3aC+zatRu5vPKry38EBgYRGnqk0uvK1av3cvjw\nJQYOHMY777zD+fMXadeuD4cOZWBm5s7Jk6efWvL1z/wCAgLoGtgZueL20bXKcgV6///k6990tY0o\nKCh8aveua0JDQ/GWWVckX2pJIoFbOMh1+GHJd09UzmPDb2sIlFtXJF8AxjJd2ius2Lwp9J79jI2N\n8fPzE8nXMywyMoLnn+9YaTPMkCGdiYqKuGe/sLAwhg0L1Ei+AMaPD2Hnzu1VEut/iV2QtUyXLl2I\nuXKJX375lYT4RPzajWH06NGYmZk9sO/BgwcZOWI0MvTQ1talWJ7Lj8u/Z/jw4dUQuVBfyWQy/P39\nKy1clsvlmJkZV/pgNDIyQCaToVQq7znm4MGDWbJkMaNGfc7UqcMwMNDj+++3c/RoHNHRp/Dw8ADA\nwsKC996b/PQn9R8vjXuJzz//EiebdjjaepKYepjGjh0q5qaW1KTnRjNrwFdVHsuzqrS0FH3V7T+v\nm5KCbzmHCglnTMhMzqZ7QBe27t71UJ91D0sGok5bHWdtbUNKyuVK7cnJWVhZWd+zn76+PsXFpZXa\ni4tL73k829MmXkHWEenp6bRs6Un7VuNxtG0NwI2biUSdWcqhyP1iW7VQ7RQKBY0aORMWNh9v7zsb\nS9avP8CSJbs5evTEffsXFhayYMGXbNy4AaVSyYABA5k588OKNTzVbf/+/YwY8SLKMoni4kLKy0sw\nMrTCQN+MgqJ01JKK7t17sHDhlxX/31QqFUqlEgMDA3Jzczlx4gRWVla0a9eu3pWvuHjxIt06BDBH\n7sX/uIA7FgygMTKZDLUksVo/gUZDAlm15o9HHvv7779n+dT5TKr0CvI84VEH7vkKUnj2JSYm0r69\nHwcOLKw4VSM9/QYBAZP5+eff6d69+137Xb9+nTZtPImO/h+urk4AKJXl9Ov3Ef37j2LSpId/JS7W\ngNVz8+d/xrrfI/D1GKPRfjF+O94dLFj580/36CkIVWfNmtVMm/Y+s2aNwNvbjQMHzrFkyRb++msb\nAQEBNR3eI1u27HtmfzQPP4+XsGnQjPDDn2Nk0ADfVsPR1zMjKe0Isck7OXBgLyt++pnf//idkhI5\n1la2FBYW4GDXjCJ5HmZmhmzbvoWWLVvW9JSq1Vuvv8m21RvILyniawLQkd1ZBVMolTFL/yQ5Nx99\ns5FCoaB3UA+yLybQvMiQc9wgAzmmJiZ8MGsGUz54/6FKnwjPpvXr1/Hmm28QGNgWQ0N9wsNPMHPm\nTKZNm3HffitWLGfWrJmMGdMTa2sz1q8/hLOzK5s3b32kTSEiAavnXnl5PJdOK2nRpKdGe2rGaTC6\nxP4Df9dQZEJ9d/jwYZYtW0pSUiJt2rTl3XenVLxCfJaUl5fj5OhMO4+JWFk0JvNGDMfP/86Abp+h\n9a9E4uLVbWTePI6JQSPaNBtKes4lLsXvIrjTdAwNLJAkiYTUQyRn7SHpWny9SgwkSWLBggV8++F8\nPlO3r/R77+kfJyH1GjY2No88tlKp5Ntvv+WTGR/ST+1CB8mWmyjYbpRO854d2Lh1y9OahlAL3bp1\ni507d1JWVkZISMhD72aNj49n7do1FBTcIjg4hJ49e6Kl9WjL4x83ARNrwOqI9h38iDy4CtBMwHLy\nr9Cvm1+NxCQIAAEBAc/k067/yszMRKEox8qiMQA3bibgZNtGI/kCMDK04WbCLboHv4qWljZx1/bj\n12oEhga3K6/LZDLcXLpyPecou3fvZsCAAdU9lRojk8l45513+GLufLLlJdjK7jzpiiMfGysrrK3v\nvW7nfnR1dTlzPJq+kgt9cAEZWGLAW3JTPtp7gHPnzomlGHWYubk5o0aNeuR+bm5ufPzxJ1UQ0YOJ\nXZB1xOjRoylVZnIh7i/KlCWUq8q4krSX9JyTvPPOWzUdniA88ywsLFAqSyktu73T0VDfnOzcWP4+\n/AWb97zP/uPfkJ0bR3buFextW6GlpQ2AvCQPc1OnSuOZGjmQlpZWrXOoDYyMjPjw49ksM47lgpRL\ngVTGCSmLX4wS+HLJ4idaGxcZcQgftWYCpyvToo3aksjIyCcNXRCeKpGA1REmJiYcPnIIZzeJ0D3v\nsGH3BIwt0zkUeRAnp8of/oIgPBoTExOGDBnCudh1qNTllJYVUlySR/PGPejZcRoN7bw4GL2U69mn\nkZdmVvSztGhMWtY5lOUK1NLtqu9qtYqMnEv4+vrW1HRq1NTp0/hi+VIOuJczx+Q8F3yN+T10PcOG\nDXuica0srcil8s62m7rKx36yJghVRawBq4OUSiWSJD1RZWlBECorKipi6JAXOHr0GPKSYvp3nYeZ\nyZ21Jtczz3I+fi0mpsbYmnXEvXFPLsWHcSFuGyq1Em0tXVwc2wEKGrmZsW+fWJv5NP34ww8smTqH\nScXuGMpur7C5IOXyu1kyKRlpGBkZ1XCEQl0kFuHXcZmZmYSFhaGtrU2/fv3ue7yCIAhVa926dbw3\naRa9O83RaJckNRvDJ3L02GHGjnmZa9eSKStT0sV3Ag42nshLb3L8/G/oGRZx4eJZkRA8ZWq1mgmv\nvsaGdetprW3DLW0l6TI5f+3cXifWIQq1k0jA6rCFCxczZ85cGtq3QZJUpGVdZOnSJbzyyis1HZog\n1EuxsbF09A+kX+ACjUX4pWWFbD8wlbybuejr69O2jQ+Whp1p5Hhnx59aXc6OQ9OIOnyQVq1a1UT4\ndV58fDyHDh2iQYMG9OnTBwMDg5oOSajDxC7IOurw4cN88fkCQgLmYmx4+3DQW40zmPzeB3Ts2LHe\n1REShNrA3d0dl0bOXL22F/cmt8+5lCSJi1e3MGjw8xU/8BMS4/HoqnmguJaWDvY2LTh79qxIwKqI\nm5sbbm5uNR2GINyXSMBqueU/rsC1Yc+K5AvA3NSBJk6d+eWXX1m4cEENRicI9Vdo6Hq6d+tJRu5p\nzEycybkZi5OTDcuWbai4xsHekcsJu9HXNcLKogm2Vu4A5Bdcp1GjRjUVuiAItYBIwGq57OwbGBk0\nqdSur9eAnOwbNRCRIAgArq6uxCfEERYWxrVr12jdejpBQUEVZRTOnDlDdk42hnpgad6Yq8kHMTRo\ngL1NCxpYmYg1SYJQz4kErJbr1asby7/fTGOnO2tIJEkiK+8sb/f8oAYjEwRBV1eXgQMHVmpXqVQM\nHDAIL/dRNHG6fUi5WlJzKPp/ZOQdIzr6WL07C1IQBE2iDlgtN/618SjVmZy6vIb8gjRu3krhxMVf\nMDWXMXz48JoOTxCEuzhy5AgqlW5F8gWgJdPCt9VISkrkODs712B0giDUBiIBq+XMzc05fuIoXXs1\nIzpmGWeurmDA8+2JOhyBvr7+Q42xbds2fLzbYWxsSssWnqxatQqx01QQqk5+fj5GBuaV2g0NzCku\nLhL//wRBEAnYs8DW1pZly74jPSOV1OvXWLhwAebmlT/c72b16jWMe+l1LPQ6M6DrQpyt+jN92qd8\n9dXCKo5aEOonuVzOiRPRpKbFsv3gR5yP3YpSWQJA0vWjdOrYWbx+rAXUajXfLV1KM+cmGBsYEuDb\nnr1799Z0WEI9IuqA1WFqtRoX5ya0dn0JW8tmFe2FxdnsPT6PzMx0UQhSEJ4ipVJJl85B5GQqcWvY\nA5mWNlcS/+ZWYQZNnTsSn7qXPXt307797TWdkiSxcuVKvl2yjOycLNq3a8/ceZ/g4+NTwzOp+z54\ndzLbf17L0GJnHDHiInlsNEzhj9D19OnTp6bDE54hj1sHTDwBq8NycnK4desWNg006+GYGttiamxN\nTExMDUUmCHVTaGgo6dfzCfB6C3sbD+ys3An0exsDfRMwSCIy6mBF8gUw+b33+XT2QhzMe9PFayo5\n183pFtST48eP1+As6r6cnBx++ukn3ipujpvMHCOZLu1ldowqacysKVNrOjyhnhAJWB1mamqKWq1C\nUVak0a5SKSksysXGxqairaSkhKlTp2FlZYuurh5dA7uLHwKC8Ih27AjD0bodsn9Vx5fJZDjatkWt\nVnPz5k3U6tsHcqenp7Py55/p4jMZR1tPTIxsaNGkF61cn2fG9A9ragr1wunTp2mqb4mpTPO83LZY\ncz72MuXl5TUUmVCfiASsDjMyMmLIkCGcv7oBtVoF/H+17oRt+Pr54uLiUtH23MDn2bLxEIHeHzCs\n9zLKC10J7tWHM2fO1OQUBOGZYm5uRln5nS88KpWSQyeXcSl+FzdzZIx84RXc3T1ISkriyJEjONm1\nRF/PRGOMRo7tOXr0cHWHXq/Y2tqSXV6M+j/LXW5QipmRKdra2jUUmVCfiASsjlv2/Xc4OOuyK3IG\nJy79RPiRj5DpXefPP1dXXBMdHc3p0+fo2OZNzEwc0NUxwK1RIC2a9GPOp/NrMHpBeLa88so4ktIi\nkJfkAXAudgvlqjKGBi+hq9+79OzwCZaGvgzoPwhLS0uK//+6f5OX5GFublHdodcrXl5e2Lk4skc7\nrWJHqlJSsckwhdfffF1skhCqhSjEWseZmpqy/8Aezp49y6VLl2jatCn+/v4aHzDR0dHYW3uipaX5\nrc/Jti3HTnxb3SELwjPL19eX6TOm8tn8j3F2aMfVa4fp33Ue2tq6wO3Xke5Nggk7fBBTU1NkWgqu\npR2j8f/XC1Opy7mYsJnxr42vyWnUeTKZjC27dtC3RzDHsy/iKDPmSvkNuvXswdzPxJdOoXqIBKye\n8PLywsvL666/5+DggLw0u1J7QVEmdnb2VR2aINQpM2ZM44UXhhEaGsq0afsxMb6z1lKSJG4VpqOv\na0JaWho7dm4jOLgPKVmRGBvYkp5zgY6dOvDxxx/V4Azqh8aNG3MpPpaoqCiuX7+Ot7c3LVq0qOmw\nhHpElKEQUCgUuLg0oYXL4Ipv4qWKQg6dXsxXCz9h7NixNRyhIDyb2rbxwdIwEBcHX/IL04g6tZzS\nsgK0tXSRaSlYuOgrxo0bR1hYGBkZGfj7+9/zi5IgCFVDkiSOHz/OgQMHaNCgAUOHDsXa2vqh+z9u\nGQqRgAkAnD17loEDBqEq18HIsAEZWbFMfGsiX331hVgPIdQbCoWCP//8k02b/sLQwICxL71I//79\nH/v/QHh4OMOHj6K16xDOxITSuvlAmjcOQibTIr8gjcgzS1i3/neCg4M1+qlUKr7+egn/+24ZOTlZ\neHv78vkX8+jatevTmGa9olQq2bFjB3Fxcbi7u9OvXz90dXXveX1MTAxfzvuME0eO4ujkxKRp7/Pc\nc89VY8RCdVIqlYwa9QKnT0czeHAnMjPz2bXrOL/99jsDBlQ+5/VuRAImPJH8/HxWrljJjp27sbAw\nY/r0qXTs2LGmwxKEalNaWkr3br1Iv34LZ9tOlKvKuJZxgD79evLzzz89dhK2b98+Jrz5Fvm5Krr5\nT+b8lb9IzjiJJKmxMHWiWQtbDkUe0Ojz+utvsntnJK3dhmFmYs/1rHOcj9vAlr820r1796cx3Xoh\nJSWF7p0DMcgvo1GJAdcMSylroM/+qEN3PY/z9OnT9ArsRrdSWzxVDchEzk7jDCbOmMLMj0RpkLpo\nyZJv2LFjLTt3zkdf/3ZZkujoK/TuPZPExGtYWDx4Q4xIwITHlpycTEf/zpgZNcbavCWFJZlcS4vk\nj9W/MXDgw30DEIRn3Q8//MCCL36ii/d7FXW8lOWl/H30U7Zt30inTp0ee+wvvviCNb9GkpZ5AVur\n5ni49kFLS4sriXuJT40gKyut4oM+NTWVli08GRC0AD3dOydVJF0/RqnWGU6cOPJkE61HugcE0uB4\nBv3VLhVtO7RSuNXRib2RBytd36tLEI5RmQTJnCrabkoKPjU4Q3L6dRo0aFAdYQvVyM/Pi0WLXiIo\nSPPV/9Ch8+jffyzjxo174BiiEr7w2N6dNAV7yw50aP06ri5d8HIfRoDXJMa99AoKhaKmwxOEarF+\nXSiN7LtoFFHV1THA2bYDmzdveaKx27RpQ3r2aYwMLenQ5iXMTOwwMbLBz3Mkjjat+HnlzxXXnjx5\nEkf7FhrJF4Czgw9nzkQ/URz1SWZmJidPnaK3qqFGe2+VEyeiT5CVlVWpz8EjUXREc+NRA5k+bnpW\nREVFVWm8Qs0oLCzC2rry2crW1mYUFBRU6b1FAlaLKJVKNm/ezOzZs1m5ciWFhYVVfk+1Ws3OXdtx\nb9xLo93G0g0TYxsOHxYFIYX6QVtbG0lSV2qXUD9xYc6QkBBkWmpcHHwqvcp0cWjP3r0HK35tZ2dH\nQVEW/30TUFichWWDh18YXN8VFRVhpKOHrkzzx5wOWhjq6FFUVFSpj7GBIYWUVWovpAwzM7Mqi1Wo\nOT179mLNmn0abUVFJWzdephevXrdo9fTIRKwWiI7OxtPz7ZMnvQx2zZeZMHnP9OksWs1VqK/29NT\nWaUfAoJQV40ZO5Kk9AOo1XeOoSktKyQ54wgvvDD8icbW1tZmxMgXKJRXLvdSXHIDB8c7T106duyI\nqakBccn7Kv7/lZcruHB1IxMmvvlEcdQnTZo0QdfIgKtSvkb7VW6hb2xEkyZNKvUZPWYM2/Wva1TI\nPy3lUGqgRefOnas8ZqH6TZ8+kz/+OMD77/9IdPQVtm07TPfuU3nuuUG0bNmySu8t1oDVEsOHj+TK\n+UK83IdXfENOun6UtLy9xCfEVulOxIEDBpOWpIun24CKths3EzlybimZWeno6+tX2b0FobYoLy9n\nwIBBnDtzhYY2/qjUZVzLiOSVV8eycOFXTzz+lStX6NC+E0F+U7Ewu/1arLA4m/0nvmTP3l20a9eu\n4tqrV68SEtKPkmI1ZiZ2pGfF0L9/X377/df77uATNG3cuJEJ48bTX+6AK+YkyArYYZjOj7/9zNCh\nQytdX1hYSO+gHmTEJeFRYkKOoYok7SJ2/r1b4xB1oW65fv06ixcv5MCBfVhYWDBu3HjGjh2LltbD\nPaMSi/CfYWVlZZiZmTOo+zfo6xlXtEuSxO4jH7I7fCs+Pj5Vdv+kpCT8/QMw0rPHzLgRyFRcS4vi\n11Uref7556vsvoJQ26hUKnbt2sWWLdswMNBn9OhRT7T4/r9Wr17DhAkTsbdujkymTXr2ZRYs+IqJ\nEydUulatVhMZGUl6ejrt2rXDzc3tqcVRn0RGRrJg3ufEXYmleQt3pn/84X2fZqnVavbv3090dDSO\njo4MGTIEExOTe14vCCIBe4aVlJRgbm7BCyE/oqWleTjB/ujPWLtuBV26dKmy+x87doxhw0ZQVFCK\nTKZNaVkB8+fPYcqUKRrXSZJUUTXax8cHd3f3KotJEJ4l+fn5nDx5EktLS7y9ve/7xLqgoIDw8HBU\nKhXBwcFYWlpWY6SCIDxtIgF7xrVv1xF9tRdNne98284vSCPi1AIyMtMwNDSskvvm5ubSzM2dts1e\nxNnBF5lMRm5+ElFnlrJ33278/PyA26Uqegf35Va+HHNTRzKyr9CjZ3f+/HO1eEUp1FuSJDFv3mcs\nWLAAG6vGFBfnYWllzl9bQ8WxNrVYRkYGe/bswcDAgD59+mBqalrTIQnPMJGAPeOOHTtG7959cXPu\niZ1lS/ILU7lybScLFn7G+PFVdzDvN998w0/LttLe81WN9ssJu2jRVo8/Vv+GJEl4tfVFT3KnZdM+\nyGQyVKoyjp5fzvPDg1i4cEGVxScItdnatWuZ/O5MAn2mYGRoiSRJxKccJCV7H0nX4sV6rSqQl5fH\nd98uJeyvbZiamvHyxNcZMWLEQ6/XmffpHBZ+uQBPXRvKZGriVTf5dfXvDB48uIojF2ozuVzOpUuX\nsLKyomnTpo/UV9QBe8b5+/tz7NhhWvuZkJK7FauGeWzesr5Kky+AxIQkjA0cK7VbmDqTkJAEwLlz\n50hLy6Rl05CKVyva2nq0bT6cn35aIXZKCvXWooVL8HQdgpHh7deIMpmMZo26oS0zYffu3TUcXd1z\n48YN2rX1Zv+CX+lyXsLt8A0+fv093nj51Qd3Bnbv3s2Pi75lrsKb14pdeauoGe/KW/Dyi2NIS0ur\n4uiF2urbb5fg4tKQ118fQ6dOHejWLZDU1NQqv69IwGqRli1bsmrVL1y8dJbt2/8iKCioyu/p6+dD\nflFcpfac/Fh8/bwByMrKwtzUTqNAJYCxkQ1FhQWoVKoqj1MQaqO0tOuYm2oW+iyS56CrY0ZycnIN\nRfVsOHjwIP17hdCysStDBgwiOvrBRWa/XriIRjkyxinc8JBZ0l5mx/vFLdm6aQtnz559YP8fv/0f\nwcV2mMvuLJtoLDPDV23DH7///kTzEZ5NGzZs4Pvvl3Ds2FLOnPmB1NS19OrlTr9+IajVlesCPk0i\nAavnXnjhBZTqXC7EbaFMWYJKXU588iGupUcxZcp7APj4+JCVk0CpQrMwbFrWOTw8WqOjo3O3oQWh\nzvP28SEj5wIABUUZhEXOY1fEHNKzrvDpJ/PYtGlTDUdYO63+4w+G93sOm73JjEi2wnDnFXoH9Xjg\nU8PtoX/RUaFZjNZApoNPWYOHeuKYk5mFFQaV2hsotMjJqlyjTaj7lixZxOLFr+Pmdvv4KV1dHWbO\nHIm2tooDBw48oPeTET856zlDQ0MOH4lk4oR32Pz3u0iShK+PH/v2/V1RqNDGxobXXnuNjeuX0rrZ\ncCxMnUjPvsC5uHWs/VN8axTqr08//YjewX3R1tLn7JVNtHLrS/PG3dHS0iY77yrjX32Thg0b4u/v\nX9Oh1hpKpZL3J01motydRrLbi99dMMVWbsB7E94mJvHqPXeRGhkZUUJ5pXaFjoSRkdFdemgK6t2T\n4zHraFV2Z+epWpK4YFLMmG5Bjzch4ZmWlJSMj08zjTaZTIaPTzOSkpKq9N7iCZhAw4YN2bZ9C7du\n3eTmzVyOHovC19dX45rFXy9k+sy3uJL6J1v3T6FUdpqNm/6kb9++NRS1INQ8f39//toaSmpuOMaG\n1rRo2gstrdvHFtlaNsO9cV8WLvi6hqOsXS5fvoyBSlaRfP3DE0syMjLIzMy8Z9+xb7zK30ZZlP/r\nyKhMSc5pbty1sOp/TZr8HjGmcrZoXSNbKiFVKuIXg6s0cGtIv379Hn9SwjPL07MVERHnNNrUajWH\nDp3H09OzSu8tEjChgoGBAcbGxnf9PS0tLd6Z9A5JSVeRlxRz/MSRKj8nSxBqO7VaTVxcHOVKNYXy\nbI6dW0WRPKfi963Mm3IltvIay/rM1NSU4nIFqv+cu6lARbmkuu+TrNdffx3XQF/mGZ/nL5JYq5vI\nVwYX+GbZUhwdK28m+i87OzuOnorGakQAi81j+dk2lcB3RrE38qBYSlFPTZ8+iw8+WMGBA2eQJInc\n3FtMmPAtDRs2okOHDlV6b1GGQhAE4TGNHTuOA3tP4N64H0b6FlxLP0F88iFCuszG1NiGmMQwmnrI\nWLduTU2HWqu0b+tDs4vF9JTubGDYop2M1K0Z2/8Ou29fSZKIjIwkfPduTM3MGDlyJI0aNarqkIU6\nbMuWzcyaNYPMzCxUKjVDhgzmm2+WYmFh8VD9RR0wQRCEanTx4kU6BwTRt8uX6Orc2VV3JmYTpYoC\nnB18OXnpF377/Rfs7Oxo06bNPZ8w1zdXr16lR5cgGshlOMv1SDQqQW1tzIHDkTg4ONR0eEI9JEkS\nN27cwMTE5JELn4sETBAEoRpIksT+/fuZOfMjrsam0rJpCE0bdkRbWw+4fYJFWNRcHBzsMdA3IDv7\nBibGDbhVmMUnn3zM++9PecAd6geFQsFff/1FYmIiHh4e9OvXT7wGFJ5JIgETBEGoBlOnTmfVr2to\n4hCEvp4JCamHUZaX0KvTDHR19MnMuUxS9lbKVUqsTdrj3iQYLZkWhcXZRJ1ZwrIfvmbYsGHA7TVk\nYWFhbN68FX19vad++LcgCFVPJGCCIAhV7J/XjiEB89DXMwFuPxGLiF6KdQM3WjbtReSZJfTpH8DO\nbQfo3v4jjf4pGacoVB3j5MljlJeXM2jQEE6fvISTTQfUaiXJGZG89PJoFi9eWBPTEwThMYijiARB\nEKrYtm3bcLZvX5F8we0P3+aNexB3bT9hUR/S3t8DT09PzE1dKvW3NG9ESsrtCvlr167l3OmrdG//\nIR6uIXg2G0BP/4/59ZffH6oqvHDHrVu32Lt3LydPnhRHownPDJGACbVSdHQ0n3/+OUuXLiUjI6Om\nwxEE4HY5Fv5VPkGlLifp+lFiEv9GW0fF8hX/Y+Om9Xh5eZGddwXpP6UWMm/E4Nnqdm2hP37/kyaO\n3dDWurPuSV/PBBf7TmzYsLF6JlQHfPX5FzjbOzJ56DgGdwuhRRM3Ll68WNNhCcIDiQRMqHK7du3C\nv0NnGjSwxse73X2PZ1GpVIx4YRQhvQfy52+H+fG7LTRv1oI1a9ZWY8SCcHfPP/88yRknKCnNR1le\nSnjUZ8Qm7cPJtjUu9p145ZXX+emnnwgICMDVtREnL/9OqaIQSVKTlnWeSwmb+eTT268lVSrV7YTu\nP7Rk2pSXV672LlS2efNm/vf5Ij4u9WJKgTtzitrQJcWA3t16oFAoajo8QbgvsQZMqFJr1qzlnbcn\n06bZcGwtm3MjP4kLVzfw8aczeOedtytdv2LFCuZ+8g2Bvu+jU7Gr7Dr7T3zJ1fhY7O3tq3sKgqBh\n7tz5LPnmOwx0rdHTNSbQ7+2Ko3MKirLYc2wuiYnx6Ovr887b77Jp00YkCZydG/H1Nwvo378/AMuX\nL+eL+d8T6DOl4qB7ZbmCPUc/YfNf6+jSpUuNzfFZEdiuI61PFuEns9VoX2ISy0c/f1Ox2UEQqpJY\nhC/UOmq1GueGjWnrNg4byztnbeUXphF5ehEZmWno6+tr9OnQPgATrQ40tPfWaI++9AtvvjOYSZMm\nVUvsgnA/x48fJ6R3fzq1fRvrBk01f+/icqbOfJlXX30VuF1uoaSkBHNzc40zDvqf1gQAACAASURB\nVBUKBT26B5OafBNnu06oVGVcyzhIcEhXVq365Z7nIQp3NHFoyGuZDXGQadZXW6ebRO8v3mbKFFHy\nQ6h6YhG+UOukp6dTVFSskXwBWJg6oadnQmxsbKU+RUVFGguc/6GjZURRUVGVxSoIj6JDhw6YmZlq\nrN/6h5ZMV+MVor6+PhYWFpUSKn19ffYf2MO8zz/AwiETR9dilq9YIpKvR+Dj58cl2U2NNrUkEatX\niI+PTw1FJQgPR1S9E6qMmZkZynIFZUo5erp3zndTqcooKr6JlZVVpT59+/UmbOsxjaStXFVGes5p\ngoPnVEvcgvAwnhs0kND1a9HWMkQm06KRUzvsLJuTmnGGfv3+eKgx9PT0GDt2LGPHjq3iaOumD+d8\nTM/9QZjIdfDDlkKUbNNPxcm9KV27dq3p8AThvsQTMKHKmJmZ0bdPPy5c3VyxG0ySJC4l7KBD+w44\nOTlV6jN16gfkF8dy8tLv5ORd5XrmGQ6dWkzPXt3w8/Or7ikIwl2VlZVx6uQplEoFjZ3a42zvzcW4\nHeyMmM3Uqe/TsGHDBw8iPDEfHx+27t7JeS9DJsgO8bH+aVqMCiZs/x7xFFGo9cQaMKFK5eXl0Sek\nP0mJqdhYNiPvVhLWNub8vSfsnme+ZWVlsWjRYnbu2I2pqSmvvf4yL7/8Mtra2tUcvSDc3W+//cbs\nWQvp6jcVrf9fQK9SKQk/8gmr166kd+/eNRxh/aNUKtHW1iYjI4OvFy4mat8B7BwcmDhlEiEhITUd\nnlCHiUX4Qq0lSRLHjh3j8uXLuLm5ERgYKL6dCs+srKws/Pz8yczIACQa2vvg3XIYpsY2XI4Pw7uj\nGT+t+LGmw6yXEhIS6OTXHm+5OW3LLMihhHDjLN6aPoVZsz968ACC8BhEAiYIglDF5HI5rT3boi9r\nSqtm/dHS0iYuaT9x1w7QP2gu8SkRdAyy43/LvqvpUOulkUOGUfbXGfpLjSrabkoKPjU4Q3xyEra2\ntvfpLQiPR+yCFARBqGJr1qxBpragXevRGBlYYKBnShv353C0bU1MYjjXMiIZOWpETYdZb+0ODydA\nrVkrsIFMHw9da/bv319DUQnC3YldkEK9UV5ezvbt24k4eAhbWxvGjB2Ds7NzTYclPEMOHz6GtXmr\nSu0N7dpy/PyvBAYFcPr0aYyMjPD29r7LCEJVMtDXp6S4nAZo1hcslakxNDSsoagE4e7EEzChXigs\nLKRD+05MensWkXvTWfvbQTw8WrN58+aaDk2oYjExMbw76T2eHzyMxYsWk5+f/9hjOTs7UVyaVak9\nPeciaqmc+Cs5LP/fdnp0D2Hw4KEolconCV14RKPGjCZMPx31v5axxEu3SFEXEBwcXIORCUJlYg2Y\nUC9MnTqNbaFH6dD6tYoNALn51zh0ajFp6amYmprWcIRCVdi4cSPjX32DJg0DMTW0Jyf/EoUlyRw9\nFoWLi8sjj3ft2jXatPams/e72Fi6Arf/HYVHzadru0k42bUBbu+IPHz2O16f+AIzZ854qnMS7q2w\nsJCeXYLIT0yjVaERNw3UnNXK48/QDWInpFBlxCJ8QbgPJ0cXfFtMoIGZZn2mw+eWMvGdkRyKOMyB\ng/sxNTHjlVfHMWvWTAwMDGom2DqktLSUs2fPYmpqioeHR7Xufi0pKcHB3onO3pOxsmhc0X4+bgtu\nrfTYuHHdY427fft2xo4Zh7mpI9paOqRnx2Jl0ZgeHWZqXJeTl0BMymqSrsU/yTSER6RSqdi1axdR\nkZHY2dvz4osvYmdnV9NhCXWYSMAE4T6srewI9JmOqbGNRvvR89+TlnURj6YDaOzUkVLFLS4nbsO1\nuRXhf+8S5TKewE8//cS0qTMwMbampLQAe3tbNm5ah4eHR7XcPzw8nDfGf0BX32ka7aVlhWzd9z4l\npfLH/vstLS3l4MGDlJeXk5qayndfr6Ndq/Ea1xSX5LI/+jPy8nIeew6CINR+YhekINxHv/59Sbx+\nSKNNXppP8vWzuDbsiodrH4wMLLA0b0SnthM4c+YCx44dq6Fon3179uxhxvSP6eo7jR7tZ9Ovy1eY\nG7Sne/delJaWPtJYCoWCWbM+wsbaHl1dPQI6BRIVFfX4wT2F73cGBgaEhITQv39/goODuZ55HqWy\nROOa5PQTdA28cxyOWq0mPDyc2bNn891335GTIxKz6lRSUsK2bdtYv369+LMXagXxBEx4ZkiS9NhP\nLFJTU2nXzh8rMw8crL0oludyNTUcSVIS4PUeDcw0d0OejlnLS6/14IMPPngaodc7wb36IM91xtWl\ni0Z71NklzP/iA0aOHPnQYw0aNIQLp5PxdBuKsZE1KRknuXB1A+F/78Lf3/+e/UpKSnBwcKKz139f\nQW6mmacBGzb8+cjzupfXXnuTsB0HadlkICZG1qRmniL++l4OHz5Eq1atKC4uplfPEK4lZWBr0RpF\n+U3Sss+yceN6UTW/GuzevZsXh4+gocwEA0mby2U5fDj7I2Z8OKumQxPqAPEETKiTysvLmfPpXGys\n7dHW1qZNa2927tz5yOM4Oztz/vwZBg/3p1h9DFuXW/y5bhWurm4UyW9Uul6hzMPGxuYuIwkPIynp\nGg3MKy9yNzFw5Nq1aw89zoULF4g4eIiObSdiYeaEro4+rs4BeDQdxOzZn963r6GhIStX/kTk6W84\nFxtKQkoUxy8sJzv/FIsXL3jEGd3f8uXfM/vTyWQV7uVEzDLcWmlz9GgUrVrdLlkxd+58cjJV9Oww\nm7Ytnqe956sEtH2HF14YiVwuf6qxCJqysrIYMWQYbxS68l6hO28WuTFH4cPSLxYRHh5e0+EJ9Zio\nAybUaq+++hoR+8/Qqc17mJnYk5Z9nhdHvcSgwf25dCkWQwNDXn5lDGPGjEFH5/7/nG1tbZk/fx7z\n599py8rKYur7n2Br2Qx9PRMA0rMvkJMXz5AhQ6pyanelUqmIiIggLy8Pf39/GjZsyLlz5zhx4gRO\nTk4EBwc/cJ61gZdXW5LjrmBpfqciuSRJ5BVcpXXrNx56nOjoaBxtPdHW1tVob2jnxb4T2x7Yf+jQ\noXh6erJ8+QpSklMZ0nkIL7/yMhYWFg8/mYegpaXFG2+8wRtv3H1uf/y+Gr+WE5DJ7nzntbVqjpVF\nY3bv3s3zzz//VOOpT+RyORcuXMDKygo3N7dKv7969Wq8JCuaye78nTeQ6dO72I7vv1kqnkAKNab2\nf5IL9VZKSgqbQzczIGgRujq3dyQ623sjSWo2bvidTl6vUa4o5eOPFrJt6w42b9n0yK8oX3zxRU6d\nPMOKFTNo6NAaRVkBBUUZbNv+FyYmJlUxrXs6f/48/foORFLrYWxoRVrmZWxtbbmZl4+jXWsK5ZlI\nyPl7TxgtW7as1tge1awPpxPUtQdGBpY4O/iiVJZwOWEbpha69OnT56HHcXBwoEheue5WQXEmtrYP\nt7OtRYsWfPPN4oe+Z1UoLS1BT9eoUruujqF4AvYEvlm8mDkff4qNjjF5SjnN3JuzbssmGjduXHFN\nVmYmliXa8J+PBlsMuZyeXr0BC8K/iARMqLVOnz6Ng617RfL1Dye7tpRE38LR1rPi138f/pSIiAiC\ngoIe6R4ymYxvlixm8pR3iYiIwNzcnN69e6Ovr//gzk9RWVkZwcF9aN5wIE0adgJA4V7M34c/x71x\nX9yb9AQgPiWCAf0HcTX+Sq3eoent7c1fW0N5d9IUjoWvRAb06zeAH37cj7a29n37lpeXo62tjUwm\no1evXqikYuJTDuHq3AWZTIairJiLCaHM+ujd6pnMU9CzVy/iL0XRutlzFW0ligKuZ1yge/fuNRjZ\ns+PkyZN8/+13XL+WQsegLjg3cmHxx58xQ+6JncwIlaRmz4U0egf14HJCXMW/s4DOndn64x/0L9Jc\nQ3pOL5/O3Qfd9545OTls3bqV0tJS+vTpg6ura5XOUahfxBowodZycnIivyAdSVJrtN8qTMfQ4M7r\nBG1tXZxs2rFjx6OvDfuHi4sLY8aMYeDAgdWefMHtRcIGupYVyReAvp4xfp6juJp8Z/emq3MgRUWK\nZ2KHZrdu3Th/4QzHjx9l/GuvkZd3k08/nUtsbOxdr9+3bx/eXn7o6+ljbtaAd9+djFKp5O89YaTn\n7Wfv8TkcvfA/dkRMY8jQPkycOKGaZ/T4vvhiPilZkZy9sp6s3FgSUw8TcXIBk6e8h6OjY02HV+ut\nWrWKkK7dKVp7lBZRuUQt+oPJb77F8/KG2MluP1nUlmkRonZGnVfM3r17K/r269cP86aOrNKPJ0Mq\nJl9SsFOWwhmjW0z+YMo97/n777/j6tKYX9+bz+Zpi/HzbMu0KR8gNokJT4tIwIRay8/PDzt7ay4n\n7qpIwsqUJZy48AfujXtoXFuuKsHY2LgmwnwqMjMzMTa0rdRuamxHieJWxa9lMhmmRtbk5uZWZ3iP\n7ejRo3Tt2p1DexNB3oojB67Tvl1H9u3bp3FdVFQUzw8ejrleJ0b1/5leHT9m17ZjPD94GB4eHiQk\nXmX9xlV8tWgGcVevsPS7JbX6CeB/ubq6cubMSYKC3UjP34VBg2v8tHIp8+bNrenQar2ioiLefesd\n3pN70Edyxltmw2hFU1BJuFD5BAsXlRFJSUkVv9bR0WFv5EF8XxvMtxbxfGp0Dp3n2nI4+jgNGzas\n1B8gKSmJSW9MZHppa8bLXRlT2pS5pT6s/2kV27dvr7K5CvWLKEMh1GopKSkM6D+I9PQsLMwcuZ4R\ng462Af27fo6e7u3DdYvkN9hzbB4nThyhRYsWNRzxg2VnZ7No0WJ27gzH1MSE115/GW9vb3r26EPf\nLl+irXVnZcCVxD1k3rhMUPvbr9tKFYXsPDSDhMSrtb66tyRJtPb0wtKoM02c7pSLSMs6T3z6ZhKT\nrqKldfs7YPduvVDcaoLbv8pWqNXl7Iycwf4D4Xh5eVV7/ELtEBYWxvQRrzG50F2jfZF0hk7Y00nm\nUNGmliQ+NT7HuvBtBAQEPPY958+bx6H5vzBS2VSjPUrKILtXI7b/HfbYYwt1z+OWoRBrwIRazcXF\nhbPnTnH69GnS09Px8vJi5swP2R32KU427VCrFSRnHGfO3E+emeTL16c9ZobNcHEYiEJRyCezFxLY\n1Y/OXTpx9OwyWrkNwdjQkuT0aE5f3kCLpsHIS/K4VZTBxYRQ3pzwZq1PvuD2U71rydfw7qH5msfR\ntjVnYlcTFxdX8Xd25uwZenYYqHGdlpYODjYenD59WiRg9ZiOjg7lqCu1B+HEr1zBXNLHgwYUU84W\nvRRcWrjSqVOnu4z08G7m3cS0TKvSwn0L9IjNzXuisQXhHyIBE2o9mUyGr68vvr6+APzxx2+cOHGC\n7dt3YGhowAsv/O+u289ro4ULFmJm2Ay/VmMr2hxsWrE7fDbbd4QStms3K1Z8R/6tfPw7dOTH5ctY\nv24T+6M/w87enjnzpjF+/Pj73KH20NbWRlKrQVKD7N+rHSTU6nKNchoODo7cKkzDyECzPERBUfo9\nXxMJ9UNgYCDZlHBVytcoJZGkW0yHDh3ZnprGjxlXQAbPD3qepT8ue+LX0z169WTSyjX0LZLQ+tdY\nJw1u0mvAy080tiD8Q7yCFIQqlpaWxpIl33Lk8HFiYmJwb9Sf5o27aVxzOmYdI18KYNasulWZ279D\nACiaaazZS0w9Qm7JYS5dOlfxg3LlypV8/OGXdPZ+D0MDcyRJ4mryfjJuHiIh8eoDd06qVCrkcjkm\nJibP1Now4eHs2rWLF4e9QHuVDTYKXa6YyMlvoEPUiaPY2dmRl5eHkZER58+fJysrCz8/P3Jycpj1\n/jQORh3CxNCYsS+PY878uRgZVS4H8l8qlYqeXYIoPJtIcIk9+mhzWC+HOKtyTl04i5WVVTXMWnhS\n+fn57Ny58/93mQfj5ORUJfcRryAFoRa6cuUKAQGBOFr7YmfZHlcnJ85e2YxMpkWzRnfOCVSp5Jia\nVl5Q/Kz7ddVKAgO7kV+UgIWxKwXyZDJvXGDP3nCNROnVV18lPj6R776bib2NG4VFN7CyNmfP3vD7\nJl9KpZIPP5zN8uXLUZSWYmtrz7z5n/LSSy9Vw+yE6tK3b1/OxVzil59/5vq1FCZ27cKIESMqkqn8\n/Hy6+gdQkHkDWy1jrpRmI6klBqsa8aXUjkJFGdt+WE//4yfYFxXxwCRdW1ubsP17+Gbx16z+eRWl\nilIGPj+YPz6aJZKvZ8T69euYMOFNunb1wtBQj/ffn8zUqVOZOfPDmg6tgngCJghVKCSkP7np5ng0\nDalou1WYTljkPIYEf4OujgH5BdfZf+JLrsbHYm9vX4PRVo2bN2/y26rfOHfuAs2au+Hv34HGjRvT\ntGnTStfeuHGDU6dOYWlpSWpqKmvWrKNcWc7wF4YwfPhwdHU1K+KPG/cKEfvP4u3+IiZGNuTkXSX6\n0s98veQrxo4dU11TFKpQXl4e69atIz09nQ4dOtC3b1+NpFytVuPh2hyfFB16qh2RyWSskC5hhxED\nZU3uXCdJzDE+x+pdWwgMDKyJqQjVJCkpiXbtfDlwYCGtW9/+nMnMzCMg4D2WL/+Vnj17PtX7Pe4T\nsHqfgBUWFvLrr7+yZ9tOGlhb8eqEN+jateuDOwrCA0iShJ6eHsOCl6H7/zs2/7Ez4mNMjW0wNDQh\nNeMUP/z4PaNHv1hDkVaPFStWMH3aTAz0zSiW38LdvTnrN6ylSZMmGtdJksSIF0YReSiaxg5d0ZJp\nk5wZRYtWLuzatb0iCUtLS8Pd3YMBXRdW7IgFyLxxhatpG0hMulqt8xOevoiICAb3H4iH2gJruTYx\npnJMG9mzL+p20WSAQ4cO8VK/ocwu8qx4svWRdJw3aIWzTPM0iw3aSXT77E2mTZtW7XMRqs+8eXO5\nceM83377lkb7jz9u49ChdNauXf9U7ydeQT6GvLw8Ovm1xzyrDB+5Gbdk1xixYxBvT53Ch5/Mrunw\nhDpAR0eXcrUSXTQTMD19HboFe9K2bVuGD1+Dg4PDPUaoG8LCwpg69UPaNh+Fs50XMpkWsdf20C2o\nB1fjYzWebP39999EHDxKjw6z0dHWA6BJw04cPLmA9evXM3r0aAAuXbqEnXVTjeQLwM7KnX3HrlFW\nVoaenl71TVJ4qsrKyhg+aAivFDWllcwSZDCwUOL3uARmTZvOsuU/ApCRkYGDzEjjtaI5emQjxxnN\nBOyGQXmdfMosaMrNvYGLi02ldmdnW3Jzz9dARHdXrwuxfvHZ5zikl/NmSTPay+zoRUOmF7diwRdf\nkpKSUtPhCc84mUzGkOeHEpOoWaE/I+cyZeUFfPTRR4wePbpOJl/l5eWoVCoArl+/zoujXqJELufc\nlc2E7plMfEoELZuGIKkM2bVrl0bf0E1bcLbtVJF8AWhpadPIvgsb1odWtDVq1Ijcm6mo1eUa/W8V\npmFu3qDS60rh2RIREYGlWu928vX/ZDIZ/cqcWLtmbUWbr68vMcpcyiRVRVtXHAklkQKprKLtrHSD\nJK1CcfB5PdClS1dCQ4+gVmuWLwkNjaJLl6CaCeou6nUC9teGTXRVaFYfN5fp461ly44dO2ooKqEu\n+fqbRZSoEog88zWX48M4eWkVh898h76ePt5efjg7N6J7914kJyfXdKhPRVxcHCEh/TE0NMLQ0IgB\nAwbRpUsQznYBDAv5jue6f0FwpxlcvLqL1IzTmBu7kJiYqDGGto426rvUfVJLqorCrQDu7u60bduG\nc3GbUP1/ElZaVsiZ2LW89+4ksRvyGSeXyzG6y0saI3QoLVNU/NrNzY2+/fvyo2EcaVIx5ZIaGVCo\nreJD3ZP8YBrPAtMYNlimsyM8DBMTk0pjCnXLwIEDAQNGj/6Ss2fjiY1NYerU5Rw8eIk336w9R5jV\n6wRMW0sbFZXXm6lkkkaNIkF4XLa2tly8eI65n71P+65W9Ahphba2Lh6NR/BctyUM7vEtBdkNCOwS\nhEKhePCAtVh2djYBAYHkppkyrPf3DOn1HWkJOqSlpePhGlJR4d/CrCG+rV7gcsJucgvi8fDw0Bhn\nxIjhpGRGUaYsqWhTqcpIzohg9JiRGteGbt6AtUMZ2w9+wKHTX7EzYgYDB3Vj1oczq37CQpXq0qUL\ncWW55EqlGu1Rskx6BmkeYL5q7WoGTnmV/zWI501ZBKfa6LElbDvxKUlM+3kx325cRUpmOv7+/gh1\nn66uLn//vQ9X1/YMH/4lwcEfIpc3ICrqCNbW1jUdXoV6vQj/k9kfs2fRr4wvbVbxbTlHKmG+wTni\nkhLEWoF6SK1Wk5iYiKGh4SPXjImNjWX27E85ePAg5mbmvP7GeCZPfk8jmR8+bCTXYrVo+a9dkQCH\nTi/iiwUzGTFixFOZR02YN3ce6/44iF+rcRrtB44vwd7ag5auwRVtRfIb7Dz4Mc2au3Lu/GmNJ1uS\nJDHhzbcIDd1GI/vOyGTaXM8+QkDndmzYuE7j2n8kJCRw/fp1WrVqVas+YIUns2jBAr6e+yUhxXbY\nY8RF3VscMbhBxNHDtGrV6q59ysvL2bVrF+E7wzBvYMGYl8bSsmXLao5cqE/ELsjHUFRURLdOXShJ\nysK7yJQCHRVRutnMW/gFE99668EDCHXKzp07mfDm2xQVyVEqFXh4ePDH6lU0b978gX3j4uLo0KET\nTR170MixAyWKfGKStuHXvjmbQjdUXNfKoy2NbQZj3cBVo/+5K5t57oU2zJkz56nPq7r07TOQ4hsu\nNHbqoNF+NTmC7NxYAnxer2hLTD1M3PUdXLx4BhubyotlJUkiIiKCP9euR6VSMWToYHr37n3X5Euo\n28LDw/nf4iWkX0+jY2Bn3p8+tdLO2X+UlpYS0q0nGRfj8SoypVhXzRGdbOYv/FJ8pgtVRuyCfAwm\nJiYcPnmc0NBQ9uzcjZu1FZ+NfwVPT8+aDk2oZqdPn2bUqLF08Hwde+uWSJKKq8kH6Nq1O/HxsRgb\nG9+3/9w582ni2A3PZv0BMDW2wcr8HXbtm8nZs2crzjJ0d29OWmJSpQSssDSFZs2GPFbsZWVlREZG\nUlZWRpcuXWpsjUuTpo04mpJWqf3mrWQK5JmUKeXo6hiSlRvLhfhQQjevu2vyBbc/0IKCgggKCqri\nqIXarnfv3vTu3fuhrl367bcUnktiWonH7SOEyiFQacfMD6bx3KBBVVYJXRAeR73/Oqmnp8fIkSP5\nZfVvLF7ytUi+qoEkScTExHDixAlKS0sf3KEaLFr4Nc1dgnGw8UAmk6GlpYN7k14YGziwYcOGB/aP\niDiEs72vRpu2th6Odl4cOnSoom3a9PeJvbaT7Nw4ANRqFVeS/qakLJshQx49AduzZw+ODg15+aW3\nmfjGDBwcnFi5cuUjj/M0vPXWBBJSD3LjZkJFW9aNK1zPicbHrzlbD7zPX/vf40rKn6xY+T09evS4\nz2iCcG+JiYls2bKFU6dO8e83Jmt/+Y2eJXYa5zfayAzxltmwZcuWmghVEO6pXj8BE6pfTEwMw4aO\nID09EyMDM+SlN1m0eAGvvPJKjcZ1+fIVHCz6VGo3NWhMbGzcA/s3aGCJvOQmFqaa37AVZfkaR5f4\n+/vz8y/LefvtdymPkVAoSmjRwp2IiP0YGhr+d9j7Sk9PZ+iQ4fi3mYi9dQvgdpX9qR/MxNPT86ku\nOI6Li2Pnzp3o6OgwePDgux6Q7eHhwa+rVvLa+DcwMrRCktQolAVs3LiOkJAQCgsLKSwsxN7e/qm9\nSpQkidDQUH78YSX5+fn06RvMu+9OEuvA6iiFQsG4UaPZvSuM5vrWpJYX4NS0EVt378TR0RGlUoku\nlc961FHLKCsru8uIglBz6vUaMKF6lZSU0KSJG00dQnBzCUQm0+JmQSpRZ75lU+ifdO/e/cGDVJEX\nR40h7kI5Hq59NdoPn13K7DlvP/BswR9++JHP531LF58p6OoYAJCRc4noSyu4npZS6RWmSqUiLi4O\nY2NjXFxcHivmzz//gjWr9uPnMVajPSZhN26ttVi79o/HGvffJElixoxZ/PD9cpwdfJEkFSkZp/ji\ni894552379pHoVBw7NgxtLS08Pf3r9J6XG+/PYnQjTtwc+6Nob4517OjKSxJ4OSp49jZ2VXZfYWa\nMXXy+xxYvp7xJW7oy7RRSxLbdVK40daKqJPH+XDGTA4vWctLZW4VfYokJZ8YnuHY2VMPtZ5TEB6V\nWIQv1Hpr1qzh4w+/prPXexrtV5MjMLfLJGx31dVei4yM5LPPviTmcgzNmjVj5qxpGq/Azp49S9fA\n7rT3HI+DjSdqScXVa3tJvXGI+PjYikN/70WtVjN+/Bts2hhKQ/u2KJS3uHkrhS1/hVbZ0VZvvjmR\nU4dv4eGquaMyLescCp1TREYeeOJ7hIeHM+bF8XRrPxMDvduHhRfJc9h7bD5HjkbecydadYiJicG/\nQ2f6dvkcPd07fz+nLq+mVz9PvvlmcY3FJjx9arUaSzMLZhV7YiO787RYJamZZXSaiJPHsLOzo6Nv\nOyyzlPiVWFBAGfuNcxjx2jgW/uvfQ3p6Ops2bUIulxMSElKxRlMQHsfjJmD1fg2YUH2SkpIwMai8\nCNbSvBGJiUlVdt/NmzczoP9gCrLs8Wr2OqU3GzF0yEj++GN1xTVeXl5s2PgnCRlb2B7xPn/tew8d\nk1QiIw8+MPkC0NLS4pdfVnDy1DEmTxvFlwtnkpaeWqXninbq5E9uQUyl9qy8i3QO6PhU7rFyxa80\ndepRkXwBmBjZ0MSpC7+t+v2p3ONxhYeH09DeRyP5Amjs2JmtW7fXUFRCVVEoFMhLS7DGQKNdW6aF\nna4pGRkZWFpaEn3uDEPnTiKmUwOK+rmzfMMfLPh6UcX1v/76Ky1dm7NlxjccnL2c4IAgXh07rlLV\ndEGoauIJmFBttm3bxtsTZxDkO0OjSnlMwm4at1CzYeOfT/2earWaxo1cadloVMU6KYAbNxOJvvwj\n6RmpGnW6JEkiOTkZAwODKq0Dp1KpyM7Oxtzc/KESvLspLS3F07Mthtqu12/cVQAAIABJREFUtGzS\nF23t/2vvvqOjrNIHjn9veiOhJSEFAgldqtKLoICIoIAKCCogRUTd9acoLC6KqLur2FZ0lSIqTRCU\nIsVQhFCkiFQpIaQnBBLSe5u5vz+AYAyB1JmU53MOx+Tmvvd95pzxnWdutSE4MoCwy79w+vQJPD09\nyx3noIFDyEttgY9n10Ll50L86dyjDouXLCz3Pcpq0aJF/PeDVXRrN7VQ+ZX480QnbuXsuVNmikxU\nBq01rZs15+EI50LHE6XpXObYHSc0KuKOc/8iIyPp0KotM7Pb4aGuTQvI1vl87HieeYv/y7hx4yr1\nNYiaSXrARJX30EMP4eCkOBW0jty8TIzaSGTM71yI+JnZr8+slHtGR0eTmpqGe4NWhcob1vMFLAkK\nKjzBXilF06ZNKzX5WrJkCV6ejWnd6i5cXd2Z9MwUMjIySt2OnZ0dBw/up1M3V7bsm8UPO17EvUkG\nv/66r0KSL4ChwwZz6epvhVaaGbWRKwnHeHDIA7e8Ji4ujh9++AF/f/9Knfg8cuRIoq6cJDn15tYX\nRmM+QRH+PPPM05V2X2EeSin+9eH7LHcI5ZSOJ08bCdOpfOEQxJQpU0q08GL16tV00a4FyReAnbJi\nUIY7X//PfF8mRO0kPWDCpOLi4njuuRf4edtWQOHn15wFn31SaRPwExMT8fZuwsj7/4uVlW1BucGY\nz6bdL3M+8MwtV/RVluXLl/O3F1+hTbNhNPfpR25eJqcurKZF2wZs2bKpzO3e+H+mos8/TEtLo0uX\n7qh8N3y9+mEw5hMctZNG3nbs3bu7yJFd8+a9w/z58/Fyb0tOXjqZWfGs3/ADffv2rdC4bli5chXT\np79AE49uWFs6cSXhBO07tmLr1p+wsbG5cwOi2tm0aRNzZ73O2YsX8GjoxkuvvszLM2aUaGXtnH/+\nk9P/Wc1ICm/kel4nEtAOfvvjRGWFLWowmYQvqpXMzExycnKoW7dupR+a/OCDw4iNtKJ9i0cL7nU2\nZAt2LrEcOBBQqff+s82bN/PYY6Op49AIC2VBRlYCPTo+g6dbezbvfZWjvx+ukqu0kpKS+PCDj/jh\nhw1YW1vz1NNjeemlvxfZNmPTpk1MnfI3+t3zGg52dQGIifuDo+e+IiIiDBcXl0qJLyoqilWrVpGc\nlMzAQQMZMGCAHMQtbmnfvn089dBI5mR0wFrdTNiW2QTT77UJzHvnbTNGJ6orScCEKMbly5fp338A\nmelG6tXxIyU9HEvrHPYE/IKPj49JYrh48SJd7ulG705/x7X+tSXyVxOD2X3kE4b0ncPZsB/54OPX\nGT58uEniqQz39R+EIb0FzbwLLwA4/MdCXv3HRKZOnVrMlUKYhtaaR4c9wsWA3xmU6Y4DVhyyiSfc\nVXP01PFCe/YJUVJyFJEQxfDw8ODcuT/w9/fn/Plr21AMHTq0yPBZZVq4cBHNvPoWJF8ArvWb08Kn\nH0HhAcQnhuPr62uyeCpDbGwszdz6FCm3tWrAlStXzBCREIUppVi3aQOLFy9m2cKvyMxMZ9ijY1g7\n8zVJvoTJlasHTClVD/ge8AHCgdFa65Rb1AsHUgAjkKe17nabNqUHTNQ4j44cRVxkA/wa9y5UHhr1\nK2dDtnFXO1/2m3A4tDJMnTKN3w9epUPLkQVlWhvZdeRtlq1YyKBBg8wYnRBCVA5zrYL8B7BLa90K\n2A3MLqaeEeivte58u+RLiJqqZ6/uJKQU3bMr8vIx3Nyd2LjpRzNEVbH+MXsm4Zf3cT50O9m5aaSm\nX+bIH1/RxKeRnPsohBB/Ud4EbDiw7PrPy4ARxdRTFXAvIaqtyZMnkZQezJngzeTmZZGXl8WZi5vJ\nyovm4KEDNWL4w8/PjwMH9uLWOI3Ne15j/8mPeGh4N3b9sr3Czn4UQtRskZGRvPLK/9GzZ1eGDx/G\nli2Vd0KKuZV3CDJRa12/uN//VB4KJAMGYLHWeslt2pQhSFEjhYWF8dLfX+Fn/60ADB78EAsWfFzt\n534JIURFCAoKol+/vjz99P088khPQkMv8+673zFx4lRef32OucMrVqWtglRK7QT+fKqtAjQwB/j2\nLwlYgta6yFd5pZSH1vqyUsoV2Am8qLU+UMz99Ny5cwt+79+/P/379y/5KxKiijMYDABYWlqaORIh\nhKg6xo4dTadO9Zg164mCssuXE2jbdjIXLlzEzc3NjNHdFBAQQEBAQMHv8+bNM/02FEqp81yb2xWr\nlGoE7NFat7nDNXOBNK31x8X8XXrAhBBCiFqmfv26nDu3lEaNCg+kjRw5jyeemM6YMWPMFNntmWsS\n/k/AxOs/TwCKbOWtlHJQSjld/9kReAA4U877CiGEEKIGcXBwIDk5vUh5cnJ6mc/MrcrKm4C9DwxS\nSl0ABgDvwbUhR6XUjZlz7sABpdQJ4DCwWWu9o5z3FUIIIUQNMm7cON59dxVGo7GgbN++U5w9G14j\nt7GRnfCFEEIIYXbp6ekMGfIAmZlJPPxwN0JCYvn5599Ys2YtAwcONHd4xZKjiIQQQghRrRmNRvz9\n/Tl06CDu7o0YO3Zsld+mRxIwIYQQ1caBAwf438efEhkeTo97+/DSKy/TpEkTc4clRKlJAiaEEKJa\nWLxoMXNeeY0HshrRSDtwziaVo3aJ7D30K23btjV3eEKUiiRgQgghqrz09HS83D2YlXkXHsqxoHwX\n0STd58O2X2SNlqhezLUNhRBCCFFiv/76Kz7WLoWSL4C+2oOdAbuRL+CitpAETAghRJkZjUYWL15M\n13Yd8fNqwpTxEwkNDS22vq2tLdk6v0h5NgasrawrM1QhqhQZghRCCFFmUyc8w/4ftzE0w4O62HLM\nMoGDTokc/P03mjdvXqR+fn4+jd09eDLRm7vUtR3PtdZ8bx1Go8d7s+y7laZ+CUKUi8wBE0IIYVKB\ngYH0vrsb72Z1xk5ZFZRvtojAaVR3lq9edcvrAgICeHTYcDoY6+GWZUWgUxZ5rg7sO3IQV1dXU4Uv\nRIUoawJmdecqQgghRFF79uyho2pYKPkC6Gpw5X+7fin2uv79+xMYepEVK1bwx4lT3G1lQffu3VGq\n1J9hQlRbMgdMCCFEmdStW5dUy6LzuVLJxaWO822vdXV1JTo8gp/WbyDy+72sfO19fBv78N2qW/ea\nCVHTSAImhBCiTB5++GFCjMlc0EkFZXnayFaHGCZNf/a2127YsIEN33zHO1mdeTrHlymZfszMbsfz\nU6cRFRVV2aELYXaSgFWy+Ph4jh8/TnJysrlDEUKICuXk5MS6jetZ5BjMQsdgVtuE8abDCVoN7MlL\nL//fba9d8tkXPJDhjoO6ufLRSznRxdCQVdILJmoBmQNWSbKyspg+eSrrN2zAzaYOcblpPD3+af77\n+WdYW8tSayFEzTBw4EAiYqLZsGEDiYmJ/Ofee7nnnnvueF1yUjLtsClSXifPgqTExMoIVYgqRRKw\nSjJ9yrMEbtzLf7LvwSHHmlSdyzcrf+J1Bwc++ORjc4cnhBAVxtnZmQkTJpTqmkHDhnAgcAVtc+sX\nlBm0kZNOaUwfOLCiQxSiypFtKCpBQkICTb0a815Ol0Ld64k6m7cdThObcBU7OzszRiiEEOYVHx/P\n3e060ibRhl55rmRjYLv9FRp0acn2gF+wsJAZMqJ6kKOIqpCoqChcbesUSr4A6is7bLAgPj7eTJEJ\nIUTV0LBhQ347eYw20x5mhVcsW/zSeWLu39my01+SL1ErSA9YJUhJSaFxI0/eyb4bZ3VzjkOszuQD\np/NcTojDxqbo3AchhBBCVC/SA1aFuLi48Mwzz7DUIYQEnQ1cS76+dgzl5VdfkeRLCCGEqOWkB6yS\n5OfnM+cfs1n45UKstEJbWfDKjBnMfuOf0r0uhBBC1BByFmQVlZOTQ3x8PK6urtLzJYQQQtQwkoAJ\nIYQQQpiYzAETQgghhKgmJAETQogaKD09nU8+/pj+3Xsz5L6BrF69GqPRaO6whBDXyRBkDXD69Gk+\n/Pf7nD5xkuYtW/DK7Jn06tXL3GEJIcwkPT2dPl17YBORTM+sBmSTz27Hq3QfOoAVa75DqVKPlggh\niiFDkLXUnj176N+zD9nrjjIsyB77rYE8MmgIa1avLlQvIiKCma++xrCBg3ntlVcJCwszU8RCiMq2\naOFCbCJSeC6rJZ1UQ3qoRszIaMuerds5ePCgucMTQiA9YNWa1pr2LdpwX4gNdyvXgvIwncriemFE\nxV7G2tqaQ4cOMeyBB+me25BmuQ6E22RyyDqen/y30qdPnyLtJiQkkJiYSNOmTeXgcCGqob5detDl\nWBYdVMNC5RsJo81ro3jv/ffNFJkQNY/0gNUCycnJhIWFkZ+fD8DVq1eJjI6kE4Ufss2UM7b5ijNn\nzqC15tnxkxid3phReU3potx4PK8p4zJ8eHb8M/w52U1ISGDEkGE09WrMvZ274+3mweJFi036GoUQ\n5WdnZ0sON+d7helUftAhnCGRq1evIl9yhTA/ScCqgaSkJEYPfxTvRp70aN8ZbzcPlixegp2dHQZt\nJI/CE2uNWpNlyMXR0ZHo6GguXYqmC26F6txNQ67GxhUMRWqtGTpwMNm7zzE/pyv/zuzM88m+zH1l\nFuvXrzfZaxVClN/Tz05mt+NV8rSBdTqY//EHlkA7XY+ta9bz7MRJkoQJYWaSgFUDI4YMJdH/OPNz\nuvJe5j1MT2rG3JdnsmPHDvr37cd2y+hC9Q+oK3g2aUzLli2xsLDAeIsHreZaonZjV/4jR44QfTGM\nUblNsVNWADRRdRid2YT/zH270l+jEKLiPPnkk7Qf0Is37E9wmFjeohsjlR8jlC9zszqy88ctbNu2\nrULulZaWRmpqaoW0JURtIglYFXfs2DGCzpxnbK4v9n9KjMZkNuHfb8xj0bdL+cMzn0+cAtmoQ/nC\n8SLb68fz3Y9rAfDy8sLPz4+D6kqhdo8Qi3eTxjRt2hSACxcu4KecsfjL6ihfnLkYGlL5L/S6/Px8\nEhMTMRgMJrunEDWNpaUlazf+SM/7+3G/8sJJ3ZzLaaesuDejASuXfluue1y4cIEBffrh1qAh7g1d\n6du1B6dPny5n5ELUHpKAVXGBgYH4WdQtkhg1x4WgsBC8vb05FxzEnK8+ocOcp3jx83cIjgynbdu2\nBXWXrlzGT3WusNwulH06hhV2oayvE8PXq5YX1GnZsiWhpBbpLQsllRbN/Cr3RQIGg4G33ngT9/oN\n8fHwxquhOx9/+KEMkwhRRkopGtSvj422LPI3WyzIzsoqc9uJiYn079UH90NX+DSvJwvyeuF3LIUB\nffsRExNTnrCFqDUkAaviWrRoQZgx5ZaJkZ9PUwBsbGwYPXo077zzDhMmTMDBwaFQ3U6dOnH2YiCD\n5zxL/uhODPrnVM5eDOSee+4pqNOjRw+8mjdlnXU42fraJP9IncY6h0hmv/1m5b5IYNYrr7Lu4yW8\nltaGBXk9eSHZj/+99T4fvCertYQoq+GPP8pvTink65vzRI1ac8gxiUfHjSlzu98s/Zrm2Y4M0t5Y\nK0uslAX98KRTTl0WfvFlRYQuRI0n21BUcVprenfpjvOZeEbkNsFWWRKjM1jocJH3l3zGuHHjKuxe\n8fHxTH5qArsD9lDH2g6DleKd9/7Ns9OmVdg9biUlJYXGjTx5O7szLsq2oDxGZ/BJnQtcToiT7TCE\nKAODwcDwIUMJPXiSfhkNsUBxwDGBuu2asXPfHmxsbMrU7lOjn8B63SnuVZ6Fyo/qOKIGerF5p39F\nhC9EtVDWbSisKiMYUXGUUvy0fRuTnprAzIAAXGzsyVYG3nx7XoUmXwANGzZkk/9W4uPjSUxMpFmz\nZiZJfEJDQ3G1ccIlx7ZQuadyBIORuLg4vLy8Kj0OIWoaS0tLNm7bwqpVq1j99TIMBiPPP/0iEydO\nLHPyBdC8dSsO2v4GuYXLo62zaN66VTmjFqJ2kB6waiQuLo6EhAT8/PzK9fCsaq5evYpf46a8l9Ol\nYKEBQJLO4S37k8QmXMXe3t6MEQoh/iw6OpoOrdsyPqMZHWiAUorzOomvHII5cvIYLVq0MHeIQpiM\nbMRaC7i5udGmTZsalXwBuLq6MmzYUFbbhZGjr61+zNR5rHIIY9Izz0jyJaq1/Px8Nm/ezCeffMKO\nHTtKfSD2/v37GTboQZp7+zDk/kHs2bOnkiItOW9vbzZu28Imj0TmOp3iLafTrHa9zOr16yT5EqKE\npAdMVAkZGRlMenI8/tu342nrzKWcFEaPHs0XSxbVuIRT1B4REREM6Nsf6+RsmuTaE2qTgb1HA3bt\nD8DNze2O169fv55nn57IsExPmuNCKKlsdohhwZIvGVvBUxDKwmg0cvr0aYxGIx07dsTSsuiKSyFq\nurL2gEkCJswiJyeHoKAg6tWrh7e3d0F5TEwM4eHhNG/evEQfUEJUZX269sDzRCJDjI2Ba4tqfrSO\nwGZgWzZs23zba41GI75eTXjiihutVL2C8lCdytIGkUReuYSVlUzjFcLcZAhSVIpdu3YxbNCDdGjR\nhklPTyAwMLDcbS788ku8XBsxrPf9tGvRmvt731uwd5Cnpye9evWS5EtUe5GRkZw9c5ZBhpsLSJRS\nDM3zZucvu0hJSbnj9RmpabSkbqFyX+WMyskjODi4UuIWQpiGJGCiQFpaGtHR0QW70P/v8895avgo\n3HZF8EiwI8mrD9KrS3eOHj1a5nts3LiRt199nZfSWvJWegfmZ3fF5bcYBvcfUOq5MUJUZcnJyThb\n22GlCj9m7bDE2sKK9PT0217v5OREVn4uuX856zVPG0nPy6FOnToVHrMQwnQkAROkpKTw5KgxeLq6\n06llW3waebFo4UJenzWb/8tsTV/liZ9y4WFjE0ZkeDLjhb+X+V7z5/2LRzMb462cALBWFjyc34Ss\nK4lVYnKxEBWldevWZFkYiNRphcoDSaJBg/p4enoWc+U1DRs2pE/v3vhbFT7rdaflJTp16iRbswhR\nzckEAsHwB4dicSKa/+R0wVFZE5qVypz/m4mLpTXuqvCu+j1pxIpj+8nLyyvTHmEh4aE8RutCZUop\nmhgcCQ4OZsCAAeV6LXdyY0Wa/+atOLk4M37iBDp27Fip9xS1k42NDe99/CGv/+0VHsn0ohnOBJHM\nZodLfPX5cpS685SRpSuWMaBvPy7En6NZtj0Rdtlku9iw+/vvTPAKhBCVSXrAarnjx49z4Y+zPJnj\ni+P1A3t9lTPjcpqRnJ1R5CzGTPKxtrQq82qnNq1ac5HCc1+01oRYpBY6v7IyZGdn80C/+5k1fjqp\n3+wj5LNNDOjZlw/nf1Cp9xXmFRQUxAvTnuO+Hr15fuo0zp8/b7J7T5o0iW9/XENIrwYsdI/kyn3e\nrP95CyNGjCjR9V5eXpwJCmT+qsX0f/c5/rX8CwJDL+Lj41PJkQshKpusgqzlVq5cycLpbzA5w7dQ\neYbO4xV+ZSpt6aKuTYjXWrPGJgyPx3qz7LuVZbrfjh07eGrkKCZnNqcFLmRh4CebSJJa1+PIyWMl\n6hW4E4PBwNq1a/l+2Uq01owe/yRjxozhswULWD7nQ17Mal1wuHmizuYdu1OcOPcHzZo1K/e9RdWy\nd+9eRj70MPfmuuGb70SYVQZ7bWJZu2k9AwcONHd4ZZKRkcHly5fx8PDA0dHR3OEIUevJNhSiTA4f\nPszjA4cyL6NjQVICcEYnsKVJKokpyfjmO+GeYUlQnSxsPRuw+9d9NGjQoMz3XLN6NbNefpX01DRy\nDHk8+MBgFn27tFxt3mAwGHh02HAC9x+lb0YDFLDfMRG/nh2JjblC/3MW3KXqF7pmlU0oQ/71IjNm\nzCj3/UXVobWmrV9LBoXZ01m5FpSf1gls8U4mKDKsQhJ+U8nPz+f1mbNYtHARTpa2pBtymDJlCu9/\n/KFsRyGEGclZkKJMunfvjqefD+vPR/BIXmNslCVXdCZrHaL4z78+Zfjw4axdu5aoqCgmd+7M0KFD\ny/2wf2LsWEaPGUNMTAx16tTBxcWlgl4NbN68mbMHjjIro23B6rNuGe58ePgkuc42WOFa5BpLI+Tl\n5VVYDKJqiIqKIvbyFTrRtVB5e+qzKjGc4ODgarVr++zXZrJ98RrmZnWinrIlSeewbOlaXjMa+eTz\nBeYOTwhRStIDJoiLi2P8E+M4dOgQda0dSNO5vPHWm7xcDXuExj8xDv39Me5X3oXK9+pLnGpthX14\nKlOymxf0fGToPOban2T/74crfQ6aMK3Lly/TqllzPsrpVmgrCKPWvGZ/lJOBZ2nSpEmx14eHh7Nk\n4SJCLlzk7h5dmTxlSoX00pZFZmYmHg3dmJjlxyGuEEMGbtjTi0YstwvlUtwV2ZZCCDORHjBRZm5u\nbvjv3kVMTAzx8fG0bNkSOzs7c4dVJlbW1mSpogl8PppWbdpwzniWL6KD6JZZj3Ty2ON4lYmTJ0ny\nVQN5eHhwV9u27D95hfu4ueXDAXWFZr6+t02+fvnlF0YNH0m3vIZ459qxdfvvfPz+B+w7fJCWLVua\nIvxCYmJisNKKbznPwzRjKD6Ek8YqgrDRNly6dInWrVvfuSEhRJUhPWCiRtmxYweTHx3L7Ix22Ktr\n3y9ytIH3HM/yxdpl9OvXj2+++YatP27EpW5dJk6bwuDBg6vVXCBRcufPn+f+Pvfim+OAT4YtkQ65\nXLRJY9e+ANq3b3/LawwGA009vRkT16jQfMEdKor43l7s3Gf6/erS09NxrVOP57mLdupmL1yYTmU+\nJ7iceJV69erdpgUhRGWRSfiiWtu6dSv/fnMeF4ODae7rxz/mvcEjjzxS6na01jw3eSpb166nZ+a1\nD6rDDokMHDGUr1csk0SrFkpJSWHFihWcO/0Hrdvdxfjx46lbt26x9X///Xceu38Ib6V3KFSeqw28\nZHWIhOREk68+vHTpEq18fFlg6F3kPTzL6gi/HDtUbEIphKhcMgQpqq1ly5Yx8/mXeDyzMY/RltCT\nqUwbO4HYT+Yz9dmppWpLKcXCpUvYO/4p1q3+Hq01y54YzX333SfJVy3l4uLCiy++WOL6WmssKPpe\nMee7x9HREW1pQa7BiC039+AzaCP5lgpnZ2czRieEKAvpARNmZTAYaOzuwZQEH5qpmx8ikTqNL+qG\nEB13pUw77gtRVgaDgSaNvHgy3pM26uaw3i9cIqanG7t/3VfitoxGIwcPHiQ5OZlevXpRv379O19U\njKEDB2O9N4ThhpubsO5U0YR1dObQ8bKfzyqEKB/pARPVUkREBIbs3ELJF0ATVQerfAgJCZHJxcKk\nLC0t+XrlMp54dBS981zxzrMnyC6DM7apBCxZX+J2Tpw4waPDHkGl5VDXwo7gnARemzWTN96aW6a4\nliz/hvt69yUo4Ry+mfZEOeSQ7KjYvW5bmdoTQpiX9IAJs0pMTKSJhxcf5HbDTt38PpCjDcyyPUpQ\nRCju7u5mjLD6SEtLIzAwEA8PD7y9ve98gbit4OBgvvz8C8IuXKRzz648O21aid+LWVlZNPNqzMik\nRnRT165J0jl86nieD79ZyKhRo8oUU35+Plu2bOHcuXM0b96c4cOHY2trW6a2hBAVQybhi2prxJCh\n5PxynlF5TW+8kdlgHUF+H19+3r3T3OFVeVpr5s55g08/+S9u1k5czU2nZ8+erFy3xmz7VtV2a9as\nYf6zr/G39MJbVhzTcZy6x5H9vx82U2RCiIomQ5Ci2lqy/FseGvAA88JO46udCVfp1G3sjv/qsp03\nWdt8vmABqz9dzJtZHamfbUeeNrD+1xAeG/oIAYd/NXd41UpcXBybNm0iNzeXIUOG4Ovre+eLbuHS\npUu45RSdu9gIR36+HFPeMIUQNYD0gIkqQWvNgQMHCAwMpGXLltx7772yarGEmjbyYnysZ6F5dAZt\n5HWHE+w+coB27dqZMbrq49tvv+Xv01+gg6UrNkbFcX2V6S++wL/nv1fq9+LevXsZP+wx3kzvUOiM\n1e0qCoZ3YM36Hyo6fCGEmcgQpBC1kNYaS0tLluj+hT7oAb5wDuaN5Z+VaT+1qigjI4PDhw9jb29P\n9+7dsbS0vPNFJRQaGsrd7TowM6sdHuraHl9pOpcPHM+xaO0KHnrooVK1p7Wmf88+GE5GMTzHG2ds\nOEIsGx0uEXDoAB06dLhzI0KIaqGsCZjFnasIIaoqpRStfPy4QFKh8jxtIDgnkbvuuqtQ+W+//cbf\npr/ApKcnsGHDBgwGgynDLbNFCxfh5daIlx4bz1MPjqCZV2MOHTpUYe2vWLacHga3guQLoI6yYWCG\nG0s+/7LU7Sml2LprOx0nDGWu7Qmms5eDvvls2LZZki8hBCAJmBDV3hv/mscqh3DCdCoAKTqHb+xD\nuH/A/fj5+RXUmzvnDR6+7wFiFm8nZ+UhZo1/jgfvG0hubq65Qi+RvXv38uaMWczMvIsZqa15I709\nI2IbMmzwEJKSku7cQAkkJSTgnFv0ceiCDUkJiWVqMzk5Gf9tP9PCpj4P0xSnuGzGPjaK8+fPlzdc\nIUQNIAmYENXcuHHjePvTD/m6YRT/Z3OYN+1O0GncEFauW1NQ5+zZs3z+8ae8ntmeYdqHgaoxM9Pb\nEnvsAl999ZUZo7+zBfM/YnBWo0K9U52VK60NLqxevbpC7nH/A4M46ZSG8S/TH47bJfPAw6Ubfrzh\n2YmT6HDFiv9Lb80I5csLGS0ZlNiAcY+NroiQhRDVnCRgQtQAk6dMJjI2houRYcQlJfDlV4uxt7cv\n+PsPP/xAt7yGOCubgjJLZUH/zIas+Wa5OUIuscjwCLx00bMX3TMtiYqIrJB7DB06lEZt/VhoH0Sw\nTiFSp/GdVQhR9TXPPT+91O2lpKSwd/8+BucX3o/tXu1BdEQkFy9erJC4hRDVlyRgQtQQFhYWuLm5\nYWdnV+Rvhvx8LG6xtsUSCwwGowmiK7uuvXpwziqlUJnWmgt1srmna5cKuYelpSXbA35h+OxpbGia\nwnLPK7R/bjhHTvxepuODsrOzsVSWWP/lEWuhFA6WNmRkZFRI3EL374mZAAAJxElEQVSI6ktWQQpR\nCxw/fpwH+97P3MyOOFw/cUBrzRcOQYx7+2VemTHDzBEWLyQkhG6d7mZYuge9aUQWBrZZRxPdxIaT\n589UybNCtda0a9GaASG2dFauBeWhOpUl9cKJjruMlZVswyhETSCrIIUQxbr77rt5YvyTvO94lt06\nmkP6Cp86BmLVshHPTS/9EJsp+fn5sWtfANG93HjB4gCzbY7i/mgvAg4dqJLJF1x7IH+2+EtWOoTj\nr6II0Sns5hJfOgTx3y8+k+RLCCE9YEJUlODgYC5cuECLFi1o2bLlnS+4DaPRyCcffcSCj/7L5fg4\nOrRuy9vz/1Pq/aj+TGvN9u3bWb7kazLS0xk+5nHGjRt3yyHLqio/Px8LCwssLKrHd8dTp07x4b/f\n44+Tp2neqiUzZs+kZ8+e5g5LCFGBZCNWIcwkPT2dcY+N5sD+/TSzqUd4bhLdevbg+w0/4uzsfOcG\nbuGl519kx7IfGJXZGC8cOUsiq+0jWLpmRY3ZWLU6S0hI4PMFn/Hzxp+oU8eZSS9MY8yYMdUmMRRC\nVBxJwIQwk/FPjCN80688le2LtbIgXxv5zjaMRg91ZfX6daVuLzY2lhZNfflX9j04qZtDbKd1Arua\nZ/PHxcCKDF+UUnx8PN063UPjBOiWXZ908tjpGMd9jw1lybJvzB2eEMLEZA6YEGaQkpLCho0bGZXt\ng7W69r+TlbLg8RwftmzbSkJCQqnbPHnyJL629QslXwDtqM+5kCDy8vIqJHZRNh/N/4Cm8YqJOc1p\nq+rTTbkzI6MNm35Yz8mTJ80dnhCimpAETIhyiI+Px8nKtkiy5KCsqGvjwNWrV0vdpoeHB7H56UU2\nBb1KFi6OdWQCt5ltWb+JnjkNC5XZKSvuzq2Pv7+/maISQlQ3koAJUQ6NGzcmzwIu68L7OsXpTDJ0\nHk2bNi11m+3bt8fb1wd/q2huDMfnaAPr7COZNv05lCp1T7eoQPYO9mSRX6Q821rj4OBghoiEENWR\nJGBClIONjQ3/nDuHxY7BBOsUtNaE6BQWOgQza/Y/yrTCUCnF+q2bCW5hw5tOp1hYJ4TZdr/T6qHe\nzHv3nUp4FaI0xj87mR0OseTrmxvYXtGZHNdXefzxx80YmRCiOpFJ+EKUk9aaJUuW8P68dwmNiaJp\nIy9mvvFPnitnb5XWmqNHjxIdHU2nTp3w9fWtwKhFWeXl5fH4IyM5sf8QnTNdyLTWHLW4ysf/W8Ck\nSZPMHZ4QwsRkFaQQVYDRaJStCGoBrTX79+9nu78/dZydGTt2LD4+PuYOSwhhBpKACSEqVGRkJF8v\nXUpUWATd+/TiySefxNGx6KHYQghRm0kCJoSoMP7+/ox9bBRdDa6451hz3jGTpHoWHPjtMB4eHuYO\nTwghqgxJwIQQFSI3NxdvNw8mpzSlpapbUP6jZTguI7qwat33ZoxOCCGqFtmIVQhRIfbv308DbVso\n+QIYlO/Jhp82IV+QhBCi/CQBE0IUkp+fjxVFv8xZY0G+wWCGiIQQouaRBEwIUUjfvn2JNqQRrdML\nlQdYxPDQoMGyEawQQlQAmQMmhChixfLlvDz9b9yX446HwY6zdmmctU9j/5FDtGjRwtzhCSFElSGT\n8IUQFer48eN8+elnRIZF0KNfH55/8QXc3d3NHZYQQlQpkoAJIYQQQpiYrIIUQgghhKgmJAETQggh\nhDAxScCEEEIIIUxMEjAhhBBCCBOTBEwIIYQQwsQkARNCCCGEMDFJwIQQQgghTEwSMCGEEEIIE5ME\nTAghhBDCxCQBE0IIIYQwMUnAhBBCCCFMTBIwIYQQQggTkwRMCCGEEMLEJAETQgghhDAxScCEEEII\nIUxMEjAhhBBCCBOTBEwIIYQQwsQkARNCCCGEMDFJwIQQQgghTEwSMCGEEEIIEytXAqaUelwpdUYp\nZVBK3X2beg8qpQKVUkFKqVnluacQNwQEBJg7BFGNyPtFlJS8V4QplLcH7A9gJLC3uApKKQvgc2Aw\ncBcwVinVupz3FUIekqJU5P0iSkreK8IUrMpzsdb6AoBSSt2mWjfgotY64nrdNcBwILA89xZCCCGE\nqK5MMQfMC4j60+/R18uEEEIIIWolpbW+fQWldgLufy4CNPBPrfXm63X2ADO01sdvcf1jwGCt9bPX\nf38K6Ka1/nsx97t9QEIIIYQQVYjW+nYjgbd0xyFIrfWgsoVT4BLQ5E+/e18vK+5+pX4RQgghhBDV\nSUUOQRaXOB0FmiulfJRSNsATwE8VeF8hhBBCiGqlvNtQjFBKRQE9gC1KqZ+vl3sopbYAaK0NwIvA\nDuAssEZrfb58YQshhBBCVF93nAMmhBBCCCEqlll3wpeNXEVpKKXqKaV2KKUuKKW2K6VciqkXrpQ6\npZQ6oZT6zdRxCvMpybNCKbVAKXVRKXVSKdXJ1DGKquNO7xelVD+lVLJS6vj1f3PMEacwP6XUUqVU\nrFLq9G3qlOrZYu6jiGQjV1Ea/wB2aa1bAbuB2cXUMwL9tdadtdbdTBadMKuSPCuUUkMAP611C2Aa\nsNDkgYoqoRSfLfu01ndf//euSYMUVck3XHuv3FJZni1mTcC01he01hcpfgI//GkjV611HnBjI1dR\n+wwHll3/eRkwoph6CvN/uRCmV5JnxXBgOYDW+gjgopRyR9RGJf1skZX5Aq31ASDpNlVK/WypDh9S\nspGruMFNax0LoLW+ArgVU08DO5VSR5VSU00WnTC3kjwr/lrn0i3qiNqhpJ8tPa8PKW1VSrU1TWii\nGir1s6VcRxGVREk2chXihtu8X24196K4FSS9tdaXlVKuXEvEzl//9iKEEKVxDGiitc68PsS0EWhp\n5phEDVHpCZipN3IV1dvt3i/XJ0C6a61jlVKNgLhi2rh8/b9XlVIbuDbUIAlYzVeSZ8UloPEd6oja\n4Y7vF611+p9+/lkp9YVSqr7WOtFEMYrqo9TPlqo0BCkbuYo7+QmYeP3nCcCmv1ZQSjkopZyu/+wI\nPACcMVWAwqxK8qz4CRgPoJTqASTfGNYWtc4d3y9/nsOjlOrGta2bJPmqvRTF5yqlfrZUeg/Y7Sil\nRgCfAQ25tpHrSa31EKWUB7BEaz1Ma21QSt3YyNUCWCobudZa7wNrlVKTgAhgNFzb+Jfr7xeuDV9u\nuH6mqBWwSmu9w1wBC9Mp7lmhlJp27c96sdZ6m1LqIaVUMJABPGPOmIX5lOT9AjyulJoO5AFZwBjz\nRSzMSSn1HdAfaKCUigTmAjaU49kiG7EKIYQQQphYVRqCFEIIIYSoFSQBE0IIIYQwMUnAhBBCCCFM\nTBIwIYQQQggTkwRMCCGEEMLEJAETQgghhDAxScCEEEIIIUzs/wGuf7I7WkbUKQAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b374eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0)\n",
    "N = 100 # number of points per class\n",
    "D = 2 # dimensionality\n",
    "K = 3 # number of classes\n",
    "X = np.zeros((N*K,D))\n",
    "y = np.zeros(N*K, dtype='uint8')\n",
    "for j in range(K):\n",
    "  ix = range(N*j,N*(j+1))\n",
    "  r = np.linspace(0.0,1,N) # radius\n",
    "  t = np.linspace(j*4,(j+1)*4,N) + np.random.randn(N)*0.2 # theta\n",
    "  X[ix] = np.c_[r*np.sin(t), r*np.cos(t)]\n",
    "  y[ix] = j\n",
    "fig = plt.figure()\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=40, cmap=plt.cm.Spectral)\n",
    "plt.xlim([-1,1])\n",
    "plt.ylim([-1,1])\n",
    "#fig.savefig('spiral_raw.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Step: 1000  | total loss: \u001b[1m\u001b[32m0.77533\u001b[0m\u001b[0m\n",
      "\u001b[2K\r",
      "| Optimizer | epoch: 1000 | loss: 0.77533 - acc: 0.4933 -- iter: 000/300\n"
     ]
    }
   ],
   "source": [
    "# train a linear classifier\n",
    "import tensorflow as tf\n",
    "import tflearn\n",
    "from tflearn.data_utils import to_categorical\n",
    "\n",
    "with tf.Graph().as_default():\n",
    "    net = tflearn.input_data([None, 2])\n",
    "    net = tflearn.fully_connected(net, 3, activation='softmax')\n",
    "    gd = tf.train.GradientDescentOptimizer(learning_rate=1.0)\n",
    "    net = tflearn.regression(net, optimizer=gd, loss='categorical_crossentropy')\n",
    "\n",
    "    Y = to_categorical(y)\n",
    "    lm = tflearn.DNN(net)\n",
    "    lm.fit(X, Y, show_metric=True, batch_size=len(X), n_epoch=1000, snapshot_epoch=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 49.333333333333336%\n"
     ]
    },
    {
     "data": {
      "image/png": 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xP0OGLMTJKR8bNkxg9eqD1K41nH9c97JoTn/692zy3v1jYmIZOGoxpaoPZtHf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YWP/3wf+VuX8WS6A+eajs8M7Kspp6ihnpTkmS2zYyaTmZGDbmRf/ioMw0V02FDqbMU4HK2LpBra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\na2j+JyblGIQQQvQMZ5zBUkotB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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f5d5198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the resulting classifier\n",
    "h = 0.02\n",
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
    "                     np.arange(y_min, y_max, h))\n",
    "Z = np.argmax(lm.predict(np.c_[xx.ravel(), yy.ravel()]), axis=1)\n",
    "Z = Z.reshape(xx.shape)\n",
    "fig = plt.figure()\n",
    "plt.contourf(xx, yy, Z, cmap=plt.cm.Spectral, alpha=0.8)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=40, cmap=plt.cm.Spectral)\n",
    "plt.xlim(xx.min(), xx.max())\n",
    "plt.ylim(yy.min(), yy.max())\n",
    "#fig.savefig('spiral_net.png')\n",
    "print(\"Accuracy: {}%\".format(100 * np.mean(y == np.argmax(lm.predict(X), axis=1))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Step: 5000  | total loss: \u001b[1m\u001b[32m0.06211\u001b[0m\u001b[0m\n",
      "\u001b[2K\r",
      "| SGD | epoch: 5000 | loss: 0.06211 - acc: 0.9849 -- iter: 000/300\n"
     ]
    }
   ],
   "source": [
    "# train a 2-layer neural network\n",
    "import tensorflow as tf\n",
    "import tflearn\n",
    "from tflearn.data_utils import to_categorical\n",
    "\n",
    "with tf.Graph().as_default():\n",
    "    net = tflearn.input_data([None, 2])\n",
    "    net = tflearn.fully_connected(net, 100, activation='relu', weights_init='normal',\n",
    "                                  regularizer='L2', weight_decay=0.001)\n",
    "    net = tflearn.fully_connected(net, 3, activation='softmax')\n",
    "    sgd = tflearn.SGD(learning_rate=1.0, lr_decay=0.96, decay_step=500)\n",
    "    net = tflearn.regression(net, optimizer=sgd, loss='categorical_crossentropy')\n",
    "\n",
    "    Y = to_categorical(y)\n",
    "    model = tflearn.DNN(net)\n",
    "    model.fit(X, Y, show_metric=True, batch_size=len(X), n_epoch=5000, snapshot_epoch=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 98.66666666666667%\n"
     ]
    },
    {
     "data": {
      "image/png": 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2D/36fULTplVQFAVTUxMGD26Nl5c7K9buz3QuVVU5fzGQk2cCXjg3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ri2lyKmWwztaiXy+fF0Is0eLBVJjl1TQ2z+PFOZQmplMWOCuu6TasZKHVPY1Ct5WWqNloSRs0gY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\nyNj/ASVdwnYcFa01AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f9ebd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the resulting classifier\n",
    "h = 0.02\n",
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
    "                     np.arange(y_min, y_max, h))\n",
    "Z = np.argmax(model.predict(np.c_[xx.ravel(), yy.ravel()]), axis=1)\n",
    "Z = Z.reshape(xx.shape)\n",
    "fig = plt.figure()\n",
    "plt.contourf(xx, yy, Z, cmap=plt.cm.Spectral, alpha=0.8)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=40, cmap=plt.cm.Spectral)\n",
    "plt.xlim(xx.min(), xx.max())\n",
    "plt.ylim(yy.min(), yy.max())\n",
    "#fig.savefig('spiral_net.png')\n",
    "print(\"Accuracy: {}%\".format(100 * np.mean(y == np.argmax(model.predict(X), axis=1))))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
